{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import pandas as pd\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "from lineartree import *\n",
    "from sklearn.linear_model import *\n",
    "from sklearn.model_selection import train_test_split, GridSearchCV"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(150000, 11)\n"
     ]
    },
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>SeriousDlqin2yrs</th>\n",
       "      <th>RevolvingUtilizationOfUnsecuredLines</th>\n",
       "      <th>age</th>\n",
       "      <th>NumberOfTime30-59DaysPastDueNotWorse</th>\n",
       "      <th>DebtRatio</th>\n",
       "      <th>MonthlyIncome</th>\n",
       "      <th>NumberOfOpenCreditLinesAndLoans</th>\n",
       "      <th>NumberOfTimes90DaysLate</th>\n",
       "      <th>NumberRealEstateLoansOrLines</th>\n",
       "      <th>NumberOfTime60-89DaysPastDueNotWorse</th>\n",
       "      <th>NumberOfDependents</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0.766127</td>\n",
       "      <td>45</td>\n",
       "      <td>2</td>\n",
       "      <td>0.802982</td>\n",
       "      <td>9120.0</td>\n",
       "      <td>13</td>\n",
       "      <td>0</td>\n",
       "      <td>6</td>\n",
       "      <td>0</td>\n",
       "      <td>2.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>0.957151</td>\n",
       "      <td>40</td>\n",
       "      <td>0</td>\n",
       "      <td>0.121876</td>\n",
       "      <td>2600.0</td>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>0.658180</td>\n",
       "      <td>38</td>\n",
       "      <td>1</td>\n",
       "      <td>0.085113</td>\n",
       "      <td>3042.0</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "      <td>0.233810</td>\n",
       "      <td>30</td>\n",
       "      <td>0</td>\n",
       "      <td>0.036050</td>\n",
       "      <td>3300.0</td>\n",
       "      <td>5</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>5</td>\n",
       "      <td>0</td>\n",
       "      <td>0.907239</td>\n",
       "      <td>49</td>\n",
       "      <td>1</td>\n",
       "      <td>0.024926</td>\n",
       "      <td>63588.0</td>\n",
       "      <td>7</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   SeriousDlqin2yrs  RevolvingUtilizationOfUnsecuredLines  age  \\\n",
       "1                 1                              0.766127   45   \n",
       "2                 0                              0.957151   40   \n",
       "3                 0                              0.658180   38   \n",
       "4                 0                              0.233810   30   \n",
       "5                 0                              0.907239   49   \n",
       "\n",
       "   NumberOfTime30-59DaysPastDueNotWorse  DebtRatio  MonthlyIncome  \\\n",
       "1                                     2   0.802982         9120.0   \n",
       "2                                     0   0.121876         2600.0   \n",
       "3                                     1   0.085113         3042.0   \n",
       "4                                     0   0.036050         3300.0   \n",
       "5                                     1   0.024926        63588.0   \n",
       "\n",
       "   NumberOfOpenCreditLinesAndLoans  NumberOfTimes90DaysLate  \\\n",
       "1                               13                        0   \n",
       "2                                4                        0   \n",
       "3                                2                        1   \n",
       "4                                5                        0   \n",
       "5                                7                        0   \n",
       "\n",
       "   NumberRealEstateLoansOrLines  NumberOfTime60-89DaysPastDueNotWorse  \\\n",
       "1                             6                                     0   \n",
       "2                             0                                     0   \n",
       "3                             0                                     0   \n",
       "4                             0                                     0   \n",
       "5                             1                                     0   \n",
       "\n",
       "   NumberOfDependents  \n",
       "1                 2.0  \n",
       "2                 1.0  \n",
       "3                 0.0  \n",
       "4                 0.0  \n",
       "5                 0.0  "
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "### READ DATA ###\n",
    "\n",
    "df = pd.read_csv('cs-training.csv.zip', index_col=0)\n",
    "\n",
    "print(df.shape)\n",
    "df.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "((150000, 10), (150000,))"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "### SEPARATE X FROM Y ###\n",
    "\n",
    "X,y = df.copy().drop('SeriousDlqin2yrs', axis=1), df['SeriousDlqin2yrs'].copy()\n",
    "X.fillna(X.mean(), inplace=True)\n",
    "\n",
    "X.shape, y.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "LinearTreeClassifier(base_estimator=RidgeClassifier(), max_bins=20,\n",
       "                     min_samples_leaf=1500)"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "### FIT LINEAR TREE ###\n",
    "\n",
    "model = LinearTreeClassifier(\n",
    "    RidgeClassifier(), \n",
    "    max_depth=5, min_samples_leaf=1500, max_bins=20\n",
    ")\n",
    "model.fit(X,y)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
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\n",
      "text/plain": [
       "<IPython.core.display.Image object>"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "### PLOT TREE STRUCTURE ###\n",
    "\n",
    "model.plot_model(feature_names=X.columns)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "### DEFINE UTILITY FUNC TO EXTRACT RULES ###\n",
    "\n",
    "def get_rules(model, feature_names=None):\n",
    "    \n",
    "    summary = model.summary(feature_names=feature_names)\n",
    "    leaves = model.summary(only_leaves=True).keys()\n",
    "    rules = {}\n",
    "\n",
    "    for leaf in leaves:\n",
    "        final_leaf = leaf\n",
    "        conditions = []\n",
    "        while leaf != 0:\n",
    "            for l,info in summary.items():\n",
    "                if 'children' in info:\n",
    "                    if leaf in info['children']:\n",
    "                        th = info['th']\n",
    "                        col = (info['col'] if feature_names is not None else \n",
    "                               \"X[{}]\".format(info['col']))\n",
    "                        direct = '<=' if leaf == info['children'][0] else '>'\n",
    "                        cond = '({} {} {})'.format(col, direct, th)\n",
    "                        conditions.append(cond)\n",
    "                        leaf = l\n",
    "\n",
    "        conditions = list(reversed(conditions))\n",
    "        rules['leaf {}'.format(final_leaf)] = ' AND '.join(conditions)\n",
    "        \n",
    "    return rules"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'leaf 3': '(NumberOfOpenCreditLinesAndLoans <= 2.0) AND (age <= 33.0) AND (DebtRatio <= 0.0371)',\n",
       " 'leaf 4': '(NumberOfOpenCreditLinesAndLoans <= 2.0) AND (age <= 33.0) AND (DebtRatio > 0.0371)',\n",
       " 'leaf 7': '(NumberOfOpenCreditLinesAndLoans <= 2.0) AND (age > 33.0) AND (DebtRatio <= 0.0371) AND (RevolvingUtilizationOfUnsecuredLines <= 0.4138)',\n",
       " 'leaf 8': '(NumberOfOpenCreditLinesAndLoans <= 2.0) AND (age > 33.0) AND (DebtRatio <= 0.0371) AND (RevolvingUtilizationOfUnsecuredLines > 0.4138)',\n",
       " 'leaf 10': '(NumberOfOpenCreditLinesAndLoans <= 2.0) AND (age > 33.0) AND (DebtRatio > 0.0371) AND (age <= 55.0)',\n",
       " 'leaf 11': '(NumberOfOpenCreditLinesAndLoans <= 2.0) AND (age > 33.0) AND (DebtRatio > 0.0371) AND (age > 55.0)',\n",
       " 'leaf 16': '(NumberOfOpenCreditLinesAndLoans > 2.0) AND (RevolvingUtilizationOfUnsecuredLines <= 1.0) AND (NumberOfTimes90DaysLate <= 1.0) AND (DebtRatio <= 0.264) AND (NumberOfTime60-89DaysPastDueNotWorse <= 0.0)',\n",
       " 'leaf 17': '(NumberOfOpenCreditLinesAndLoans > 2.0) AND (RevolvingUtilizationOfUnsecuredLines <= 1.0) AND (NumberOfTimes90DaysLate <= 1.0) AND (DebtRatio <= 0.264) AND (NumberOfTime60-89DaysPastDueNotWorse > 0.0)',\n",
       " 'leaf 19': '(NumberOfOpenCreditLinesAndLoans > 2.0) AND (RevolvingUtilizationOfUnsecuredLines <= 1.0) AND (NumberOfTimes90DaysLate <= 1.0) AND (DebtRatio > 0.264) AND (RevolvingUtilizationOfUnsecuredLines <= 0.9702)',\n",
       " 'leaf 20': '(NumberOfOpenCreditLinesAndLoans > 2.0) AND (RevolvingUtilizationOfUnsecuredLines <= 1.0) AND (NumberOfTimes90DaysLate <= 1.0) AND (DebtRatio > 0.264) AND (RevolvingUtilizationOfUnsecuredLines > 0.9702)',\n",
       " 'leaf 21': '(NumberOfOpenCreditLinesAndLoans > 2.0) AND (RevolvingUtilizationOfUnsecuredLines <= 1.0) AND (NumberOfTimes90DaysLate > 1.0)',\n",
       " 'leaf 22': '(NumberOfOpenCreditLinesAndLoans > 2.0) AND (RevolvingUtilizationOfUnsecuredLines > 1.0)'}"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "### EXTRACT RULES ###\n",
    "\n",
    "rules = get_rules(model, X.columns)\n",
    "rules"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 504x504 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "### COUNT HOW MANY TRAINING SAMPLES IN EACH LEAF ###\n",
    "\n",
    "leaves = model.apply(X)\n",
    "leaves_count = pd.value_counts(leaves).sort_index()\n",
    "leaves_count.name = 'counts'\n",
    "\n",
    "plt.figure(figsize=(7,7))\n",
    "palette = plt.get_cmap('tab20').colors\n",
    "plt.pie(leaves_count, labels=leaves_count.index, colors=palette)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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n/+GrycnJZGZmkpqaiqoyYcIE1qxZw4gRI1i8eDEdOnSguLiYIUOGMGnSJGbOnMmqVauYO3cu8fFVp5RXVFTwk5/8hFdeeYUPPvjgrGMzxjgHDx4MdQjGGGMjY8aY5ueLrMJTiVil8gpXHgzJyckkJyczcOBABg0aREZGBpmZmQDMnz+fAQMGkJCQQFZW1qny2ixYsIBbbrmF7t27ByU2Y4wxxpw/bGTMGNPsFJ+o+TO/aytvKFVl+vTpTJkypUp5SkoKK1euZMOGDURHR5OYmEhJSckZ29qwYQNr165lwYIFFBYWcuLECXw+H7///e+DEqsxxhhjQseSMWNMs9OqRViNiVerFsGZLDBmzBhmzJjB3Xffjc/nY9++fURGRpKfn09MTAzR0dFkZGSwcePGOtt67bXXTn3/4osvkpaWZomYMcYYc5GwZMwY0+z06+6rsmYMIDzMlQdDUlIS6enpDBs2DHBb3r/66quMHTuW5557jri4OPr27UtCQkJQzmeMabjWrVuHOgRjjLEPfTbGXHiC8aHPWYeK+SKrkOITFbRqEUa/7r6gbN5xPrIPfTbGGGNC50wf+mwjY8aYZql7p1YXbfJljDHGmAuD7aZojDHGmGZn/fr1rF+/PtRhGGOaORsZM8YYY0yzk5ubG+oQjDHGRsaMMcYYY4wxJhQsGTPGGGOMMcaYELBkzBhjjDHGGGNCwJIxY4wJEp+v8Z9TtmTJEmJjYxk1alSV8tWrV3P99def+oqKiuLtt98+21CNafbatWtHu3btQh2GMaaZsw08jDHmPLBo0SIWLFhQLRkbNWoUn3zyCQBHjhzhqquuIikpKRQhGnNRGTFiRKhDMMYYGxkzxjRTn70BT18Hs9q7fz97I6jNz5kzhyFDhhAXF8fjjz9+qnzixIkMHjyYfv36sXDhQgBmz57NunXrePDBB5k2bVqtbb755pvcfPPNREdHBzVWY4wxxoSGjYwZY5qfz96ApT+Gk8XucX6WewwQ929n3XxycjKZmZmkpqaiqkyYMIE1a9YwYsQIFi9eTIcOHSguLmbIkCFMmjSJmTNnsmrVKubOnUt8fHyt7b7++us8+uijZx2fMQbWrFkD2AiZMSa0bGTMGNP8fDD7dCJW6WSxKw+C5ORkkpOTGThwIIMGDSIjI4PMzEwA5s+fz4ABA0hISCArK+tUeV2ys7P5/PPPGTNmTFBiNKa5y8/PJz8/P9RhGGOaORsZM8Y0P/l7G1beQKrK9OnTmTJlSpXylJQUVq5cyYYNG4iOjiYxMZGSkpJ6tfnGG29w2223ERkZGZQYjTHGGBN65+XImIgkikhZiGMYKyLbRKRAROqcFyQivxCRpeciNmPMWWrXrWHlDTRmzBgWL15MYWEhAPv27SMnJ4f8/HxiYmKIjo4mIyODjRs31rvNv/3tb9x5551Bic8YY4wx54c6kzERSRERFZERAeXbROR7TRZZExGRGBGZLyJZIlLs/TtfRGICnjofeEpV2wA3iUih91UiIhV+jwtFZLiq/k5Vx5+D+O8Qkc9EpEhEDojILwPqp4nIPq9+pYhcWUd7l4nI/4jIIRE5KiKrRGSAX324iMwQkZ1eX9eKSJxffaL3/igUkWMikisiH4nIoyLSMvhXoMY+7PJel0KvDx+JSGIQ2v2eiGwLKOvl9bfIS9SPikiaiMwSkaDukRyMnz2/eLv5lT0tIisDnveU97xr/Mqu8Mr6n2VXzj+jZ0Jkq6plka1ceRAkJSVx1113MWzYMPr378/kyZMpKChg7NixlJWVERcXx4wZM0hISKhXe7t27SIrK4uRI0cGJT5jjDHGnB/qO00xF5grIkNVVZsyoKYiIpFAS2AtcBQYC2QAfYHngbUikqCqhd4hVwKfAajqzX7tfBv4jar2OnfRnzr3d4D/BL4DpACtgF5+9XcD0zjdt98D74rIAFUtr6XZBUAb3HUoBH4D/FNEeniv9aPAt4HRwF5gFrBcRPqoaoHXRrmq+rwYooDhwNPA7SIyUlVPBOUCnNl9qvqqiLQC/gAsFZFuqtpUCwL6qupe7301xDvn3d57KDeI52mKn72VwIMiEqWqlXPkbgS+wL3OGV7ZaOCgqn7e0BOISDigqloRjICDrnKTjg9mu6mJ7bq5ROwsN++oHAkDmDp1KlOnTq32nPfee6/GY1NSUmptt1evXuzbt++sYjPNw7Idy5i3eR4Hig5wWevLmDpoKuOuHBfqsM4os3ArqUfXUlh+DF94W26IGc7VvmvJ/TKVVntX0koLKMTH3w7HMjD6EEO2/9dZ/9zmL13K8VlPUH74MJlPP0PnRx6m3fgm+Htq5leQ+jEUFoLPBzcMhav71Pvw9LWrWfv6yxTkHqZNx0sYfsd3iR0+qu4DGyBn21fsSdtAaVEhLVv76BE/jM5XuRgPZeWxJz2H0uIyWraKoEdsZzp1b1+tja8+PsCGd7ZTeKQUX4eWDLu1N32GXhbUOI25WNV3muKfgW5AtTkyNU0p9EYJVvo9VhF5yBtBKBKR9SLSTUQe8UamckXktzW0fY+I7BaRIyLyooj4/Oo6isgi7/hDIvKGiFzqV79LRGaKyGoRKQImAQ8DXYEJqvqFqpar6lZgglf+sIh0FZFCIBxI9kZb6vzNWUOfd4nIr7zzF4rI5yISJyJ3eiMb+SLyFxGJ8Dumh4i8KSLZ3tdCEWnj1YXhkqsnVHWlqpapakHAjfIDwPOqullVjwO/wCWV3zhD6FcBS1T1iJc0LcK91h29+tuBBaq6w6t/3Ku7rabGVLVEVVd49QOBe7z4u4nI+95rle+NsA326mLEjVIODLima0Rkhvf9HSKS7o1GHRSRF2s5fzGwEPB5fUNEXvDeJwUislVE7vI7R4yILPHeg/ki8r8iMlxEhgHPAVfK6RHQxBrOd1JV1wO3Au1wyWt9fy7O+B721Pqz59fOSBH52Is/Q0T8Fyp96v37pdeHGcCHuPf317zjL8G9T+bgErBKo4EP/M4TJ27k9KiI7PDe3+FeXeUI3L0ishU4DnQ+0+tWz/43nbh/g0f+F2bluX+DsIuiMaG0bMcyZq2fRXZRNoqSXZTNrPWzWLZjWahDq1Vm4VbW5C6nsPwYAIXlx1iTu5wtmUtpl7WUaC1AgDYUcm/HNK7f84Lb/RQ9vQtqAz+WIn/pUrJnzCSuqIiBrVpRtn8/2TNmkr80yCsNMr+CNR+6RAzcv2s+dOX1kL52NckLn6Xg8CFQpeDwIZIXPkv62tVBCzFn21dsX7ea0iIXY2lRIdvXrSZn21ccyspj+6fZlBa7/8pKi8vY/mk2h7LyqrTx1ccHWP1aBoVHSl03j5Sy+rUMvvr4QNDiNOZiVt9krAiYCfxOGj/17NvARKATUAKsAmKA3ri/yv9URL7m9/xwYDwQB8QCfYA/AoiIAG8DClwH9AQKgL8GnPN+3M2xD3gHuAVYpqpH/Z/kPV4G3Kyq+ytHeYAkVfWpav1+c1Z3D/AfXj8/Bd4CRgEDgP64JPDfvD5FeddkK+7G+FrcTfg8r60+uITR591w54jIP0XkKr/zDQA2+fWrEMj0ymszB5gkIpd4MTwArFPVw159GCABxwhw/Zk6rqqZXiyVN/dhuFG4nsBlwGbgHyIS6V3/JcB9p07gEuBhwGIRiQZeAX7oTRu9Epc0ViMirYEpQD5Q+bqt8+JtD8wGXhSRa726aUC0F1d74P8Ce1V1A/AgsMN7D/hUNeUM/T0CrKBqMlOrBryHz/izJyJXAO/jEseOwPeAJ0Xkdu8pla99X68Pv/beF6l+sd4IfAQkA4le4l9ZvtI7Tzuvf6txr9844Ad4yaefu7zj2nj9qfF1a0D/jTH1NG/zPErKq24IU1JewrzN82o5IvRSj66lTKsuES/TMr4gnQiqloeLEtlrcNUGGrELas7Tz6ABG+doSQk5Tz/ToHbqlPoxlAUsfy8rc+X1sPb1lyk7UVr18BOlrH395WBFyJ60DVSUV42xoryMPWkb2JOeQ0W5BtQpe9JzqpRteGc7ZSeqToIoO1HBhne2By1OYy5mDdnA4wXczVL1eTf180dV3euN2LyJu6GbpaonVPVTXLIyJOCYx1Q1X1UP4m5I7/FuFAd7Xz/06o8DPwNuFL+1McCfVXWLOsW4RLC2uT77gc6N7FttFqpquqqexN1kXgn8UlWLVHUPbqphZZ+/CYiqzlTVYi9BmYGb+hYOXOI97x7gZtz0xD246XiVo2ttcEmIvzyg7Rli/AiX+B7CTVP8v7gkttJS4IcicrWXrP3Ge/6Z2qy0F2+ETVX3qOq7qnrcey1+BfQArvaeuxC4yzsHwL3A+6pa+XqdBK4RkQ7e9VsbcK7nRSQP2IFLZMdVTqNU1UWqmuuNhL6Om36a6B13wouxL+76f6WqO+vRtzP2tx7q+x6GM//s3QlsVtUXvNHSjbhpt/fV8Fx/KzmdjI0GVqlqNnAQGCRunVhn73ngkq8TuCm6paqajpuaGXieJ1T1gDeKqtT+ujWk/wCIyAPiRtfTDh06VEf3jGl+DhTVPBJRW/n5oHJELFBRbYsoWrapXtbAXVDLsrMB2FhUxMaiomrlQeM3bble5QEKcg83qLwxKkfEaiqvHBGrVhdQXjkiFqi2cmNMVfVOxrw1Rz8DfiEi9b3h9Of/W+44kBOwnuQ4Lpnwt9vv+124NV+XAFd43x8UkTzvJnw7bsStR8Ax/g4Bl9cSX1evPpgC+1yuqocCyir7fAXQo7I/Xp8+wN3QXoa7GQeYp6o7/aYhXoMbNcN7TuAmEu2BYwBSddORu73EdiVuBKkdboTot7j1c5XTxX6PG9FLxiV/AOlAff436IZb84Q38vayiOwRkWNAlvecTgCqug6XKE/2kst7cFP08Pp6C24t3HYR2eQ/1dAzRVXbq+qlqjpaVT/yzhsmIrNF5EtvGl8ebrSok3fcHNx1fgk4JCIvncVUuVP9rYf6vofr+tnrjktA/W33ys/kAyBeRNriRrJWeeWrvcc3Al+pauXr1B3YFbBurabz7PKL+0yvW73779feQlWNV9X4Tp061fQUY5q1y1rXvEantvLzgS+85r/rta5tP+XSguplDdwFNaJLFwCKtYJiv9uQyvKg8fkaVh6gTcdLGlTeGC1b1xxLy9Y+WraqOSMOLPd1qHnCVG3lxpiqGrS1vaq+h5ve5L/lWCEQHjCFqmsQYgM3dalSL6AUlwTsxk3f6uDdgFd+tfLW71QK3DzgfeAWCdj1TkTa424aa15Zf27sxt38tg/4ivJGh74EinHJWaDKsk+BQZWF4tbYXe2V4zfdzqeqrwEdcDfF/6Wqx7xRyr/g3hcJ3jGlqvozVb1CVTvjkpcrcaN6tfKmTw7m9E3+k0AXYKiqtuX0Tbz/FMiFuBGxbwLluKmjeHGkqOoEXDL+G+BVEel9phg8d+JGbyYBMara3rse4rVbpKq/VNXrgH64ZH2Od2y9N58QtxvnTX79revnor7vYbw4a/rZA5fUXhFQdiWnk93a+rAR9376Dm40b4tXvgo3Ujaa06Nilefp6U0vrOk8laqc7wyvW4P6b4yp29RBU4kKj6pSFhUexdRBjZ3Q0vRuiBlOhFS9uY+QCPoRS1nAHmPlKpzctalKWWN2Qe38yMNIVNXrJFFRdH7k4Qa1U6cbhkJEQEITEeHK62H4Hd8lokXVhCaiRUuG3/HdYEVIj/hhhIVXjTEsPIIe8cPoEduZsHAJqBN6xFadRDTs1t5EtKh6OxnRIoxht9bnv2hjTGM+Z2wabl1R5Z+mv8TdeN7njUJ8A5gcpPieFJG2ItIZt4vfK95oWhrwCTCvcqRARDqJyB11tPcMkIPbYfBacdu2x+LWruRwen1WKPwTiBT3eWVtxLlcRG4DtzEGbrraVBHp7t3k/xq3A17l2qiFwBQRGShuV8HfADtxa6aq8daFfQX8h4i0FpEIEfkBbrTuczi19X0v7/vuwIvABmB5TW2KSEsRGQ38A5f0vORVtcWNBB71ksQ/1HD4y8ANuE1CXvBGhBCRS0Vkkoi088oqVw/XtkOkv7ZAGW7UM8zrn//W/eNFJNabClqIG5mp/JvsAdwmFLVOyfSuWQJu9LAAeMqrquvnojHv4cCfPYC/AYNF5Nteu+wAACAASURBVLteLDfg1sxVrqk7hEuQrvZvyJs6uxY3XfRDv1HqFODrwEiqJmPLgCjc6FwLEekLPEYta/e8/pzpdWvsz7AxphbjrhzHrK/NokvrLghCl9ZdmPW1Wef1bopX+65lRMcxp0bIfOFtGdFxDAOvHk9+9/EclzYoUICPRbnxfNLj+9CuOyDu3/HzG7z5Trvx4+ny69mEd+gICBFdu9Ll17ODv5vi1X1gxMjTI2E+n3tcz90UY4ePIumBh2hzSScQoc0lnUh64KGg7qbY+ao+9P7GqFMjZC1b++j9jVF0vqoPnbq3p/eALqdGwlq2iqD3gC7VdlPsM/QyRt19zamRMF+Hloy6+xrbTdGY+lLVM37hbs5+FVD2Am405nve48m4qVIFuI0YngZW+j1fgW/4Pf4esK228+DW85Thpqrtxm1F/zLQxu/5HYD/xk2LKvDO/5xf/S7g2zX0pwPwLG59T4n373/j/kJPbTH7lX8bN10rsHxWQJ+rnL+yTwHHvAj8xe9xd+BV3HS9Y7gtxp/wq2+J2wTjCG6E8F3gioA2f4Zb/3YcNxWtdx2vbywuETyMW2+2CbjVrz4etwnIcdx6omcBX0C/FJd4HPNi2+DFEeX3vGu88iLvtfq29xonBsTzEi55uMKvrAtuxOao91pvBb5T12vt1UXj3pMFXvxzvbZmefUPA9u8uA57z+3s1UUAf8dNPczDJSi9vP4WeW3m4TYj+TXQPuDcdf1c1PUeTqGOnz2vbBRu1CwflwT+MOCYX+ASyzzcmsXK8ke9tn4U8PxPcQlTYH+ux01jPOrF/DgQ4dVVXpduDXjdztj/M30NHjxYA23durVa2bnWunXrRh/7xhtv6DXXXKOJiYnV6qZNm6bXXnutXnPNNfqjH/1IKyoqGtT2+XBtjDnfvPvuu/ruu++GOgxjTDMApGkt9zSiQfvoImPOnojMAr6mqkmhjsWcv+Lj4zUtLa1KWXp6OrGxsSGKyPH5fFU+a6whxo4dy2OPPcaoUVX/6r1+/XqmTZvGmjVrAPjGN77Bk08+SWJiYr3bPh+ujTHnm9TUVABuuOGGEEdijLnYicgmVY2vqa6+H/psTJPzNs64HzcVz5imlb0FtidDSR5EtYfeSdBlYN3H1dOcOXN44403KC0t5bbbbuOJJ54AYOLEiWRlZVFSUsLUqVN54IEHmD17NuvWrWPnzp1MmDCBOXPmnGpHRCgpKeHEiROoKidPnuTSS8/dx7EZc7GyJMwYcz6wZMycF0TkKdxap1dU9fz9hFJzccjeAulvQcVJ97gkzz2GoCRkycnJZGZmkpqaiqoyYcIE1qxZw4gRI1i8eDEdOnSguLiYIUOGMGnSJGbOnMmqVauYO3cu8fFV/3A2bNgwRo0aRZcuXVBVHnroIRvlMsYYYy4SjdnAw5igU9VHVbW1qj4Y6lhMM7A9+XQiVqnipCsPguTkZJKTkxk4cCCDBg0iIyODzMxMAObPn8+AAQNISEggKyvrVHlttm3bRnp6Onv37mXfvn2sWrXq1JRFY0zjrVixghUrVoQ6DGNMM2cjY8aY5qckr2HlDaSqTJ8+nSlTplQpT0lJYeXKlWzYsIHo6GgSExMpKSk5Y1tvvfUWCQkJ+Lwd2W6++WY2btzIiBEjghKrMc1VXT97xhhzLtjImDGm+Ylq37DyBhozZgyLFy8+tZnHvn37yMnJIT8/n5iYGKKjo8nIyGDjxo11ttWjRw8+/PBDysrKOHnyJB9++KFNUzTGGGMuEjYyZoxpfnonVV0zBhAW6cqDICkpifT0dIYNGwa4XRZfffVVxo4dy3PPPUdcXBx9+/YlISGhzrYmT57MqlWr6N+/PyLC2LFjGR/sz0MyxhhjTEjY1vbGmAtOULa2b+LdFM8ntrW9MdUtXboUwP64YYxpcra1vTHGBOoy8KJNvowxdbv88stDHYIxxlgyZowxxpjmZ9CgQaEOwRhjbAMPY4wxxhhjjAkFS8aMMcYY0+y89957vPfee6EOwxjTzNk0RWOMMcY0O2VlZaEOwRhjbGTMGGOMMcYYY0LBkjFjjAkSn8/X6GOXLFlCbGwso0aNqlY3duxY2rdvzze/+c0q5Tt37mTo0KFcffXVfOtb3+LEiRONPr8xxhhjzj1Lxowx5jywaNEiFixYwOrVq6vVTZs2jVdeeaVa+WOPPcYjjzxCZmYmMTExLFq06FyEaowxxpggsWTMGNMsLduxjKQ3k4h7KY6kN5NYtmNZUNufM2cOQ4YMIS4ujscff/xU+cSJExk8eDD9+vVj4cKFAMyePZt169bx4IMPMm3atGptjR49mjZt2lQpU1VWrVrF5MmTAbjnnnt4++23g9oHYy5mPXv2pGfPnqEOwxjTzNkGHsaYZmfZjmXMWj+LkvISALKLspm1fhYA464cd9btJycnk5mZSWpqKqrKhAkTWLNmDSNGjGDx4sV06NCB4uJihgwZwqRJk5g5cyarVq1i7ty5xMfH1+scubm5tG/fnogI92u8W7du7Nu376xjN6a5iIuLC3UIxhhjI2PGmOZn3uZ5pxKxSiXlJczbPC8o7ScnJ5OcnMzAgQMZNGgQGRkZZGZmAjB//nwGDBhAQkICWVlZp8obSlWrlYnIWcVtjDHGmHPLRsaMMc3OgaIDDSpvKFVl+vTpTJkypUp5SkoKK1euZMOGDURHR5OYmEhJSUktrZzZJZdcQl5eHmVlZURERLB37166du0ajPCNaRaWLl0KwPjx40MciTGmObORMWNMs3NZ68saVN5QY8aMYfHixRQWFgKwb98+cnJyyM/PJyYmhujoaDIyMti4cWOjzyEijBo1ijfffBOAl156iVtvvTUo8RtjjDHm3LBkzBjT7EwdNJWo8KgqZVHhUUwdNDUo7SclJXHXXXcxbNgw+vfvz+TJkykoKGDs2LGUlZURFxfHjBkzSEhIqFd7w4cP5/bbb+eDDz6gW7duLF++HIA//OEPPPXUU1x11VXk5uZy7733BiV+Y4wxxpwbUtO6A2OMOZ/Fx8drWlpalbL09HRiY2Pr3cayHcuYt3keB4oOcFnry5g6aGpQNu84HzX02hjTHNg0RWPMuSIim1S1xh26bM3YRUREEoGVqnrBva4i8j3gV6p6VahjMbUTkV8Aw1T1gr97GXfluIs2+TLGGGPMheGCu2m/UIhICjASGKmqa/zKtwG/UdUXQxRag3mJ0mLguFd0FHgL+JmqNm73gbrP+SJwN1AaUHWHqv6zjmNTcEnpbxp4vjJVva8BxyRynia/IhIF/BK4E7gcOAa8B8xQ1aw6jn2RWq6Fqv4u+NEaY5qbrEPFHNmylav3fk6rk8WUt2pNxLAEuLpPk5wvf+lSMt/8KycHxFHetg3FJwvI3vMOV+Xt47ldOfS74muElystW0UQGdmSLSv2UnikFF+Hlgy7tTd9hta+njSzcCspK/9GwXtb0bxSWnVsz6g77yV2+Kgm6Ys5D2Rvge3JUJIHUe2hdxJ0GRjqqMwF6ry7ibzI5AJzRWSoXqDzQUUk0vt2R+WolYj0Az4AjgCzmvD0LzUkOTKOiIQDy4DLcAntJqA78EfgYxEZoqrVPpDKO+6CfJ8aYy4cWYeKydn0vwzYs4UILQcgoriIig9T3EL2ICdk+UuXsv3lxZSOHgmRkQgQ3aItfa+8g7KKnQzoNBAtd7/6SovLKC48SWRL9zERhUdKWf1aBkCNCVlm4VZWrHiR4r9nwMkKAIpz81i+cD6AJWQXo+wtkP4WVJx0j0vy3GOwhMw0im3g0bT+DHTDjU5UISKJIlIWUDZLRFb6PVYReUhE0kSkSETWi0g3EXlERLJEJFdEfltD2/eIyG4ROSIiL4qIz6+uo4gs8o4/JCJviMilfvW7RGSmiKwWkSJgUmD7qvoFsBaoMvdVRCaKyCYRyRORdBG526+um4i8750zX0TWisjgel7HakTk/4jIFhE5JiKHK6+biDwLDAdmiEihiHzplY8WkY9F5KgXw+si0tmr+xkuabnHO6bQS0zO2Kd6xDjSO2e+iGSIyBS/umgR+YeIHPD6sFlEbvKr/56IbBORH4vIXi/u5/3iaiEiC0Ukxzv+KxGZ7B1+p3cNblXVj1W1TFV3At8CCoEnvDZ6ee+xe0VkK27ks3MdfQp8j+4SkV+IyAfedftfEflawDH3e+X53muW5Fc3UETWeXVHvPd4TH2vsTHmwvNFViGx+784lYhVCisvh9SPg36+nKefoXTYDRAZWbVCwwgLvwYN2MwnLFzo2vfUf5uUnahgwzvba2w79ehaSt7ffioRq1R+4iRrX385OB0w55ftyacTsUoVJ125MY1gyVjTKgJmAr8TkZaNbOPbwESgE1ACrAJigN7AjcBPA25+w4HxQBwQC/TBjYggIgK8jRv9uA7oCRQAfw045/3Ao4APeCcwIBEZgJuC+aVf2U3AIuBhoANwD/CsiIzwnhIGLPDOeRmwGfiH38hbQ70MzAfa4abh/RZAVR/CJYq/VlWfqvb1nl8KPIS7jv2BrsA875j/BF7DjcT5vK/yevSpViJyBfA+8BzQEfge8KSI3O53Pf4BXO3V/w34u4h08mumJ3Ap7rUeAtwO3OHVfc8ri1XVtsBoYKtXdwvwsapu849JVU8C/wPcHBDuXbj3UhvgUF19q8EPgB/jXosVwEuVFSLyAPAYLtmNwU2d/IeIVK4N/G8gGXd9L8W9707UdBIRecD7w0TaoUONCdMYcz4oPlFBq5PFNVd6HwcRTGXZ2VS0bVOtfOPnW0n99NMaj4mMCq8a1pHAGfNeefkxNK/muoLcww2M1FwQSvIaVm5MHSwZa3ov4BKexu6Z/UdV3auqx4E3cYnMLFU9oaqfAp/ibsr9Paaq+ap6EJcM3iMiYcBg7+uHXv1x4GfAjSLSze/4P6vqFnUq/8e8whsdKgY+AdYBj/sdMxWYp6prVbVCVVOBV4HvAqjqHlV9V1WPe23+CuiBS0Zq8x3vnP5fPby6E7gk5VJVLVXV1We6iKq6TlX/5Y0SHQD+E5fAnMkZ+1SHO4HNqvqCd86NwPPAfV48har6qqoWqOpJVZ3j9cn/tSwGZnr924abGlo5GnkClyxfKyIRqpqlqpXJWCeg2jREz36qj349oaoHvPdUeU0H1eF5Vf3CO/YvwFUi0s6r+zEwW1U/9a7h/wNWczqpPIF7H3T3rsNGVS2q6SSqulBV41U1vlOnTjU9xRhzAWjVIoziyFY1V/p8NZefhYguXQg7VlBjnYaF11h+sqTqr0Jfh5r/nuoLb4u0r7muTcdLGhCluWBEtW9YuTF1sGSsiXk3qD8DfiEiHRvRRLbf98eBHFWtCCgL/JPfbr/vdwEtgUuAK7zvD1YmN8B23Ihbj4BjAu1U1fa4BOAeIAE30lHpCuAx/8QJN3rTFUBELhGRl0Vkj4gcAyo3kTjTXfUrqto+4GuPV3crLpH7XES2isjDZ2gHERksIssrpwXiRqLquqM/Y5/q0B3YEVC23StHRFqJyH+JyA5vmmEe7nr6x5QTkBwVcfq1fhWX+DwN5HpTHitHmw7hRgtr0pXqo1+76tGfM/F/j1YmUpVxXgH8d8A1HOUX3/dxv4fWichOEfm1iFywa1l9Z3EjuWTJEmJjYxk1qvoak7Fjx9K+fXu++c1vVil/9tlnueqqqxARDh+2v8KbC0O/7j7Su/ajTKomQhXh4XDD0KCfr/MjD9NyQyqcrDq1rELLKCvbg5RX3YeqolzZ/+XpEbqIFmEMu7V3jW3fEDOcqLG9IbLq7VR4i0iG31Gfv9uZC07vJAgLmNQTFunKjWkES8bOAVV9D0jFjVJVKgTCA6Yv1ucmvz56+n3fCzdF7zAuSSsCOgQkOK1Udb3fMVUnv/tR1XJVfRk3HW2+X9Vu3Iidf7ttVPUWr/5JoAsw1JtW190rl8Z00Btp+RZulGcKbgrgjWeI/3Xc1Mg+3vkD1/HVdExdfTqTLFwi4u9KTiehj+Kmeo4G2nmJ7lHqeT280bY/eJ9Z0ROXlC/2qt8HhorIlf7HeEnOv+F2VfRX6+sdBLuBHwRcQ5+q/rvXj52q+gNV7QZMwI0cNss7mEWLFrFgwQJWr64+yDtt2jReeeWVauVf//rXWblyJT179qxWZ8z5qnunVnQefB1f9BrM8chWKFDWqjVhIxObZDfFduPH0/u7P6Dlho8Jyz+GqnL8xDFOlP6Ly3P/xaf7tlAe7n71tmwVQdsYHydL3YYevg4tGXX3NbXupni171puuul7tJ084NQIWauO7RnzwI9t846LVZeBEHvb6ZGwqPbusW3eYRrpgv0L9AVoGrCR0+thvsQlZPeJyJ+ArwGTcQnD2XpSRO4DonC7Hb6iqhUikoabYjhPRGapaq63Rmm0qr7ewHM8AWSISII3Be8Z4AUR2Qisx61d64/7YPE0oC0uYTgqbkORPzS2cyLSApdMLVPVwyJyFJdQVG6IcgAI/LyytkA+UOBNdfx5QP0BIEFEwvxGHuvqU2U8UQFtleFG3maIyHdxa/IG4ZLGf/eLpxS342YLEXkMqPccBy/xzAc+w01nLPLr/1+Be4F3ROReTu+mOAe3rmtWPU4RXkO/al4YcWZPA7NEJBM3pTYKN1X2sKpmiMg9wApV3Q/keX0oq7W1IMos3Erq0bUUlh/DF96WG2KGc7Xv2qC1P2fOHN544w1KS0u57bbbeOKJJwCYOHEiWVlZlJSUMHXqVB544AFmz57NunXr2LlzJxMmTGDOnDlV2ho9ejQpKSnVzjFwoP3nby5M3Tu1ontS5cz5pr8ZaTd+PPEBH+5csvQ6oOYPfY4bVf8/cFztu5arJ/7are42zUOXgZZ8maCxkbFzxFvf9TruJhxVLcBN0foJ7qZ6Kn4bH5yFcty25p/jEr4duFEYvCRjIu513yQiBcDHQGJDT6KqO3CbaDzpPU4GHsDd8B/GTV17GjetEdz6ss645OMzXHJT1/ok/90NK7/+w6v7Fi4ZLATeBR7X05/n9jQQ702L+8IrewA36lKA2zhjScC5/gK0xk35yxOR8Hr0CVyCVhzw9ay63QtvwW0akgu8glv/9YZ33FO45GM/bvricRo2XfBSr82jXlw9cckeqloGjPWuy+u4RC3Vi+0GreNzxjzfq6FfDZ4/pKp/xq3Pe8GLdQ8wA6ic43Ej7r1YCGzAJZKvNfQ8DZVZuJU1ucspLD8GuEX4a3KXk1m4tY4j6yc5OZnMzExSU1P55JNP2LRpE2vWuLfn4sWL2bRpE2lpacyfP5/c3FxmzpxJfHw8r732WrVEzBjTNPr27Uvfvn3rfqIxxjQh0Qvz46+MMc1YfHy8pqWlVSlLT08nNja2Xse/lvX8qUTMny+8LXd3n1LDEfXj8/koLCzkpz/9KW+++Sbt27vBzsLCQqZPn869997LrFmzeOst95k0u3btYvny5SQkJJCYmMjcuXOJj4+vse2UlBTmzp3LP/9Z/TPPe/XqRVpaGpdcUvOGAQ25NsYYY4wJLhHZ5C0tqcamKRpjmp2aErEzlTeUqjJ9+nSmTKma2KWkpLBy5Uo2bNhAdHQ0iYmJlJSU1NKKMaYpVf7sRUUFzsg2xphzx6YpGmOaHV942waVN9SYMWNYvHgxhd5nJu3bt4+cnBzy8/OJiYkhOjqajIwMNm7cGJTzGWMabsWKFaxYsSLUYRhjmjlLxowxzc4NMcOJCNhBP0IiuCFmeFDaT0pK4q677mLYsGH079+fyZMnU1BQwNixYykrKyMuLo4ZM2aQkJBQr/aGDx/O7bffzgcffEC3bt1Yvnw5APPnz6dbt27s3buXuLg47rvvvqDEb4wxxphzw9aMGWMuOGe7ZgyafjfF84mtGTOmuqVLlwI176ZojDHBZGvGjDEmwNW+ay/a5MsYY4wxFwabpmiMMcYYY4wxIWAjY8YYY4xpdq691kbGjTGhZ8mYMcYYY5qd3r17hzoEY4yxaYrGGGOMaX4KCwtPffyEMcaEiiVjxhhjjGl2Vq9ezerVq0MdhjGmmbNkzBhjgsTn8zX62CVLlhAbG8uoUaOq1Y0dO5b27dvzzW9+s0q5qvLLX/6SPn36EBsby/z58xt9fmOMMcace7ZmzBhjzgOLFi1iwYIFNSZj06ZN4/jx4zz//PNVyl988UWysrLIyMggLCyMnJyccxWuMcYYY4LARsaMMc1S/tKlZN44mvTYa8m8cTT53gfABsucOXMYMmQIcXFxPP7446fKJ06cyODBg+nXrx8LFy4EYPbs2axbt44HH3yQadOmVWtr9OjRtGnTplr5n/70J2bOnElYmPtV3rlz56D2wRhjjDFNy5IxY0yzk790KdkzZlK2fz+oUrZ/P9kzZgYtIUtOTiYzM5PU1FQ++eQTNm3axJo1awBYvHgxmzZtIi0tjfnz55Obm8vMmTOJj4/ntddeY86cOfU+z/bt2/mf//kf4uPjufnmm8nMzAxK/MYYY4w5NywZM8Y0OzlPP4OWlFQp05IScp5+JijtJycnk5yczMCBAxk0aBAZGRmnEqX58+czYMAAEhISyMrKOqsEqrS0lKioKNLS0rj//vv5wQ9+EJT4jWkO4uLiiIuLC3UYxphmztaMGWOanbLs7AaVN5SqMn36dKZMmVKlPCUlhZUrV7Jhwwaio6NJTEykJCApbIhu3boxadIkAG677Ta+//3vn1XcxjQnPXv2DHUIxhhjI2PGmOYnokuXBpU31JgxY1i8ePGpzzDat28fOTk55OfnExMTQ3R0NBkZGWzcuPGszjNx4kRWrVoFwIcffkifPn3OOnZjmou8vDzy8vJCHYYxppmzZMwY0+x0fuRhJCqqSplERdH5kYeD0n5SUhJ33XUXw4YNo3///kyePJmCggLGjh1LWVkZcXFxzJgxg4SEhHq1N3z4cG6//XY++OADunXrxvLlywH4+c9/zt///nf69+/P9OnT+ctf/hKU+I1pDtauXcvatWtDHYYxppkTVQ11DMYY0yDx8fGalpZWpSw9PZ3Y2Nh6t5G/dCk5Tz9DWXY2EV260PmRh2k3fnywQz0vNPTaGNMcLPU27Bl/kf7cG2POHyKySVXja6qzNWPGmGap3fjxF23yZYwxxpgLg01TNMYYY4wxxpgQsGTMNIqIJIpIWYhjGCsi20SkQEQercfzfyEiwf1kX2OMMcYYYxrJpileBEQkBRgJjFTVNX7l24DfqOqLIQqtUUQkBngCuA24BDgMvAU8rqpH/Z46H3hKVReIyHsiMtsrjwBaAMf9nnuzqv6u6aOvnYiMBP4AXAscAeaq6rN+9dHAs7h+C/B34CFVLfbqXwTuBkqBCiAfSAUWqOoH5yD+RGClqjb498bZHGuMMU1h0KBB5/R86WtXs/b1lynIPUybjpcw/I7vEjt81DmNodLbW/bxyb9SuK9LJpdHlaInjrOtNIvUvv0pivZxaU5rLt3RgorjpbRs7aNH/DA6X3V2u7Uu27GMeZvncaDoAJe1voypg6Yy7spxQerR2avvOuKvPj7Ahne2U3ikFF+Hlgy7tTd9hl4WgogbIPMrSP0YCgvB54MbhsLV59/uu4ey8tiTnkNpcRktW0XQI7Yznbq3D3VYTc5Gxi4eucBcEZFQB9JYIhIpIj5gLTAQGAv4gDHe47VefaUrgc8AVPVmVfWpqg+4D9hT+dj7CumWWSLSC1iGSyBjgDuAJ0Vkst/T5gHXeF99gFjgqYCmXvL60xaIBz4ClonIj5u0A8YYc5G5/PLLufzyy8/JudLXriZ54bMUHD4EqhQcPkTywmdJX7v6nJzf39tb9rFu7Up+1nMr3VqVIgLbO7Zn7fVDKWrto92BcDpuraDieCkApUWFbF+3mpxtXzX6nMt2LGPW+llkF2WjKNlF2cxaP4tlO5YFq1tnJX/pUrJnzKRs/35QpWz/frJnzCR/adXJNF99fIDVr2VQeMRdm8Ijpax+LYOvPj4QirDrJ/MrWPOhS8TA/bvmQ1d+HjmUlcf2T7MpLXaTrkqLy9j+aTaHsi7+j5+wZOzi8WegG3BnYEVNUwpFZJaIrPR7rCLykIikiUiRiKwXkW4i8oiIZIlIroj8toa27xGR3SJyRERe9E+WRKSjiCzyjj8kIm+IyKV+9btEZKaIrBaRImAS8DDQFZigql+oarmqbgUmeOUPi0hXESkEwoFkESkUkTr/xFNDn3eJyK+88xeKyOciEicid3rTH/NF5C8iEuF3TA8ReVNEsr2vhSLSxqsTEfmtiOz3pk7uEpEfeYfeAmSq6l+9Pm0E3gT+wzu2FfBtYIaqHlTVHGAGcI+IVN2D3eM97yngt7jErr3X1h0i8qmIHPNifF5EWnt1/y4inwZcl94iUiYiPUWkhdenHO/4rwISxtqubbSI/ENEDnjHbRaRm7y6rsB7QLh3nQtF5J66rqcxxjSl3NxccnNzz8m51r7+MmUnSquUlZ0oZe3rL5+T8/ubs/xLHr5iJ9HhFafKUju2oizM3RJeuiOSsIqqf9etKC9jT9qGRp9z3uZ5lJRX/YD7kvIS5m2e1+g2gynn6WfQkqrxaUkJOU8/U6VswzvbKTtRUaWs7EQFG97Z3uQxNlrqx1AWsKqkrMyVn0f2pOdQUV51h/eKcmVPek6IIjp3LBm7eBQBM4HfiUjLRrbxbWAi0AkoAVbhRnF6AzcCPxWRr/k9PxwYD8ThRnH6AH8El5gAbwMKXAf0BAqAvwac837gUdwI2Du4pGVZwHREvMfL+P/s3Xl8VPW5+PHPkwQSQoCwCogoIHAjGgkEJFooyBVQXMCltW7YatUut2h/l1qtIlJvW4u1SluuRUFEvSK4tZSiKUIKCJgGDFolElZZAoRgAglZSPL8/viegZlhshIYYJ736zWvZL7nnO/3OWcmyXnmu8QNN9zt9YABjPJ6ihr7Ec8EXELUFliPGw45ArgUuASXBH7LO6c475p8geuVUD2V6AAAIABJREFUuwiXAPv+mlzl1XeZqrYCLsP1XIH7WQvutYwC+nvf9wXigLV+29cBLXDXtTbzgHjA90+rioDbgERgqPd4zNv2OtBLRAb5HX8PbgjhduBuYBCQ5PW+jfTOty5RwDtAb6A98Abwtoh0VNXdwNVAlV9P5Sv1uJ4BROQ+78OCrPz8/HqEdOolJCTUvVMNFixYQFJSEiNGHD9sacyYMSQmJnLttdcGlA8dOpT+/fvTv39/unbtyrhx4xrdvjGRZtWqVaxateqUtHWoYH+Dyk+m3YWldI0LTAyLY47dDjYrCz3AprykuNFt7ikJ3XNUU/mpVpmXV69yX49YsJrKTwvFNbxuNZWHia9HrL7lZxNLxs4uL+MSnomNPP53qrpTVQ/jem06A1NUtUJV1+OSlUFBxzysqkWquheXDE4QkShgoPf4kbf9MPAz4EoR6eZ3/Iuq+ok6pbhEcFcN8e0GOjXy3GoyU1U3qOoRXKLYE/iFqpao6ldABsfO+Vrc/+abrKqlXoL4OHC7iEQDFbiEqp+IxHk9V+u8Y9OBJBG50xuO+Q3c3LDW3nZfb1CRX2y+71tTu53e1/YAqrrY61WsVtVNwAxcUoWqHsQlb/cAeHFPwPWs4p1DAnCRiMSo6g6vZ7JWqlqsqq+p6iFVPaKq07y6gt8v/uq6nsFtzFTVVFVN7dixY10hnXFmzZrFjBkzWLbs+GFLkyZN4tVXXz2ufMWKFWRnZ5OdnU1aWho33njjqQjVGNNArdp3aFD5ydQ1sQW7ywI/s02oPNbbcyQu9P+fjW3Z+A+bOrcMPaeqpvJTLaZLl3qVJ7QL/Vl3TeWnhZo+JDyBDw9PhtgWoaeU11R+NrFk7CyiqlW4hOdREWnfiCr8PwI6DOxT1eqgsuAhZNv9vt8GxOIW3ejhfb9XRApFpBDYjOtx6x50jL98oKZB/F297U0p+JyrVDU/qMx3zj2A7r7z8c7pQ1zvX2dVzQAexfVC7RORD0QkFcDrubsRlyjvxQ0tfBm3OAm4JBqgjV/bvu8P1nEOvuS2AEBErhKRFd7Q0IO4RUP8s5c/A98Rt2DINbgFT/7qbXsNeAn4PVDgDT28sI72EZEWIvIHEdniDVMsxPU21pY11Xo962rzhOVuhNdfhT//r/vaxOPnp02bxqBBg0hOTuaJJ544Wj5u3DgGDhxIv379mDlzJgBTp05l5cqVPPDAA0yaNOm4ukaOHEmrVjWP3jx06BBLly61njFjTlNDb72LmOaBN+wxzWMZeutdpzyWSaP78tzWHhyuOnYLOLiglJhq9+d+b88jVEcFJmRR0TF0T01rdJsTB0wkLjpwxH1cdBwTBzT2s+Om1emhB5G4wPgkLo5ODz0YUJZ2Qy9imgfeOsc0jyLthl4nPcZGG3wZxAQlNDExrvw00j2pE1HRgb2yUdFC96Sm/gz+9HP2p5sRRlUXi0gmrpfKpxg3XydWVX196V2bqMnzcUkWwAW4lf7245K0EqBdUEIXLHjb+8BEEWmjqkd7ibz5UNcAzxE+24GNqtqvph1UdSYw00t0puCG7nX3ti3CDbUEQEQW4HreAL7EJaoDcEP3wC1aUgrUlSV829tvjYg0xw0P/RkwW1VLReTHwH/7xfgvEdkM3ILrnZvj9QyiqpW45O1p75r/EZgNDKsjhp/iVvQcCWxTVRWR/RwbmhnqPVDn9TxpfBOafePofROaoUlWmEpPTyc3N5fMzExUleuvv57ly5czbNgwZs+eTbt27SgtLWXQoEHcdNNNTJ48maVLl/LMM8+Qmpra4PbeffddRo4cSevWdXWiGmPCwbdq4umwmuK4lHOB/+S3/4o5uppir4JCdPdnZPa9hKLOCcRFRTXpaoq+VRNP19UUfasm1rWaom/VxDNqNUXf37TTfDVF36qJkbiaoiVjZ6dJwBrcMDFwN/rFwL0i8r/A5cDNuDlJJ+rXInIvbnjeFOBVVa0WkSwgG3heRKaoaoGIdARGquq8Wup7DrcIyV9F5Ade7H2A/wX2UcN8olPkb8BTIvIo8AfcNe0KDFbVd715WLHAv3BJ6SHg6GBnb3s20Aw3NHAMbl4ZXtL0GjBVRP7tHTIVmKuqgbOKj9XXCXetfgE8qqqF4hZQiQO+9uq8CPhxiMNnAv8Pt3LjJL86r8QNj/wUl+CV+J+Dt0/wgiKVuKGU5bjeueYi8jBuzprPHtwHAj1UdWt9rmeoc24ytU1obqJkLD09nZSUFACKi4vJzc1l2LBhTJ8+nXffdae3Y8cOcnNzad++MR3Zx7zxxhvce++9Jxy3MebkSRo6ImxL2Qcbl3Iu41JuP/pccH9oj/7264H316npjO059rRJvkJpc911IZeyD9bnss6nd/IVSu8+p13yFUrH8xIjIvkKZsMUz0Le/K55eHONVPUQ8F3czXcRbqjcK03QVBWup+czXNK0BddDgtcbNg73HlsrIoeAj4HhdcR+ELjCqzMdlwz8A/gcuMLbHhbevLeRuIUmcnDX8kOOLcLRCrd0/X5cUjIKt4S9z5Petn24ZHhE0HysibheMN/jS+ChoDAmeKsRHsQl08OBG1T1916MxcAPgN+KW3HyTxy/aAq4hTx6AB+paq5f+TnAq8DXuCGc5wP3+22PxiVp/o8/4pbgL8TN69uMG965ze/abcTNXcv0hiTeWY/refKc5AnNqsojjzxydD7Xpk2buOeee8jIyGDJkiWsXr2a9evXk5KSQllZyFy73goKCsjMzGTs2NP3JseY09HgwYMZPHhwuMMwxkQ46xk7C6jq8BBl38UlYL7nb+EW5aipDgl6PgeYU1M73vwo3/snZGKnqgeAH3mPUNsvqOW4HxO6R6fGmP3KX8PNfQoun1Jb+0Hn5Cu7O+j5Dtyqk6HaXYobZlhTvNfUtM3bfhj4nvcItf1u3GqHtfINlQwqnhr0vBiXGL7oX6iqb+BWQgxVbwbHrwjp76qg588EHX/ce6G263lSJSSETryaaELz6NGjefzxx7n99ttJSEhg165dNGvWjKKiItq2bUt8fDw5OTmsWbPmhNtasGAB1157LXFxIf8DgjGmBuecc07dOxljzElmyZgxkel2oDm1JOhntcGXBc4Zgyad0Dxq1Cg2bNhAWpqb8J6QkMBrr73GmDFjeOGFF0hOTqZv374MGTKkjpqcoUOHkpOTQ3FxMd26dWPWrFmMHj0agHnz5vHzn/+8SeI2JpLs3bsXsKTMGBNeohp6CVNjzNlJRPJx87zuUdW/hzuexkhNTdWsrKyAsg0bNpCUlFT/SnI3nvYTmptKg6+NMRFg4cKFAFxXj3lCxhhzIkRkraqGXKHLesaMiTCqevb9k67GOEMmNBtjjDHm7GULeBhjjDHGGGNMGFgyZowxxhhjjDFhYMmYMcYYY4wxxoSBzRkzxhhjTMS5/PLLwx2CMcZYMmaMMcaYyNO+fftwh2CMMTZM0RhjmkrCCfzT6AULFpCUlMSIESOO2zZmzBgSExO59tprA8qXLl3KgAEDuPjii5kwYQKV/v83zRhTq127drFr165wh2GMiXCWjBljzGlg1qxZzJgxg2XLlh23bdKkSbz66qsBZdXV1UyYMIF58+bx73//m/PPP59XXnnlVIVrzBlv3bp1rFu3LtxhGGMinCVjxpiItPHjPbzy6Ef86YGlvPLoR2z8eE+T1j9t2jQGDRpEcnIyTzzxxNHycePGMXDgQPr168fMmTMBmDp1KitXruSBBx5g0qRJx9U1cuRIWrVqFVBWUFBAbGwsffq4/5V21VVX8fbbbzfpORhjjDHm5LI5Y8aYiLPx4z0sez2HyopqAIoPlLPs9RwA+lzW+YTrT09PJzc3l8zMTFSV66+/nuXLlzNs2DBmz55Nu3btKC0tZdCgQdx0001MnjyZpUuX8swzz5CamlqvNjp06MCRI0fIysoiNTWVt956ix07dpxw7MYYY4w5daxnzBgTcVb/ZfPRRMynsqKa1X/Z3CT1p6enk56eTkpKCgMGDCAnJ4fc3FwApk+fzqWXXsqQIUPYsWPH0fKGEhHmzZvHQw89xODBg2nVqhUxMfb5mjHGGHMmsb/cxpiIU3ygvEHlDaWqPPLII9x///0B5RkZGSxZsoTVq1cTHx/P8OHDKSsra3Q7aWlprFixAnAJ4MaNG08obmOMMcacWtYzZoyJOAntYhtU3lCjR49m9uzZFBcXA27Vtn379lFUVETbtm2Jj48nJyeHNWvWnFA7+/btA6C8vJynn36aBx544IRjNyZSDB06lKFDh4Y7DGNMhLOeMWNMxEm7oVfAnDGAmOZRpN3Qq0nqHzVqFBs2bCAtLQ1wS96/9tprjBkzhhdeeIHk5GT69u3LkCFD6lXf0KFDycnJobi4mG7dujFr1ixGjx7NtGnT+Nvf/kZ1dTU/+MEPuPLKK5skfmMiQWJiYrhDMMYYRFXDHYMxxjRIamqqZmVlBZRt2LCBpKSketex8eM9rP7LZooPlJPQLpa0G3o1yeIdp6OGXhtjIsH27dsBOP/888MciTHmbCcia1U15Apd1jNmjIlIfS7rfNYmX8aYun366aeAJWPGmPCyOWPGGGOMMcYYEwaWjBljjDHGGGNMGFgyZowxxhhjjDFhYMnYSSIiw0WkMswxjBGRTSJySER+Gs5YwklE7hCRbX7PF4vIz06gvhdE5I9NElyYiEiliAwPdxzGGGOMMZEsIpIxEckQERWRYUHlm0Tk7jCF1Wgi0lZEpovIDhEp9b5OF5G2QbtOB55V1Vaq+qx3bDcReVlE9njHbhKRp0QkLgzn0VtEXhORPBEpFpEtIjJbRHqfzHZV9WpV/a1fHCoi3wiKLUNEHqvh+AdU9ccnM8ZgIvKYF+ddJ6Huu0VkU1PXa4wxp7MRI0YwYsSIcIdhjIlwkbSaYgHwjIhcpmfoev4i0gyIBVYAXwNjgBygL/BnYIWIDFHVYu+QnsCnfsefC2QCHwNpwA5gIDAbSBORUapadYrO5RJgJfAOcAWwFWgL3AaMBZ4LcUwzVT1yKuI7nYhIFHAPcAC4H5gb3ohMTRISEo7+o+eGWrBgAZMnT6Zz584sW7bsaHl2djY/+MEPOHjwINHR0fziF7/g29/+NgBbt27l1ltv5cCBAwwYMIBXX32V5s2bN8m5GNNQi7Ys4vl1z7OnZA+dW3Zm4oCJjO05tnGV5X0Cm9OhrBDiEqHXKOiSQm7xF2R+vYLiqoMkRLdmcNuhxJX24PMdxZRWVNOieRT9zktgz+q5nLduGp00n48P9mRt4YWUl5bRqn0Hhg4fRVJFJbu+Etbsak/xkebEVRYxcFAc5469nC1Z66kszIXqcmLi4ulx2RV0urBP014sY4zxRETPmOdFoBvwneANoYYUisgUEVni91xF5McikiUiJSKyyutlesjrmSoQkf8JUfcEEdkuIgdEZI6IJPhtay8is7zj80Vkvoic47d9m4hMFpFlIlIC3AQ8CHQFrlfVz1W1SlW/AK73yh8Uka4iUgxEA+ler1Mf4EmgGLhFVbeqaqWqfgyMA4b6ro2vp0REHvZ6rfaJyO+8ZNAXW3cRecvbniciM0WkVdD1+qGI/MsbJrlGRP7D79L8Hlirqt9V1S3qHFDVP6rqc14dc0Tkda8n7wCupw8RuVhEPhCR/SLylYj8Oii2wd7rVCwiK3FJqf9rcrTXS0TWe8W+6/RS8GsY4jWd479fXecqIjEi8qiIbBSRQhH5SEQG+m3/TxH5REQOeue0JKjJ0bj37l3A5SJycVA8dbXfSkRe8d6D20VkQl3nGFT/TSKyXkSKvK/j/bZ1E5H3vfdvkYisCDq3KSLyoYj8ynsf7RORJ/22txWRBd7PT5GI/FtEhjYkvrPFrFmzmDFjRkAiBhAfH8/cuXP5/PPPef/993nwwQcpLCwE4OGHH+ahhx4iNzeXtm3bMmvWrHCEbgyLtixiyqop5JXkoSh5JXlMWTWFRVsWNbyyvE9gw7suEQP3dcO75O74O8sLPqC46iAAxVUHydj/AR/tzqbU+wfupRXV7FnxGsnrHqcz+Xx5sCOZeZ0pP1wKqhzan0/6O/NYmr2dBZ9Vs7WgAEQoa5bIhrwENn60lsoDX0B1OQCVZYfZtGIp+zZtbJLrZIwxwSIpGSsBJgO/EpHYRtZxBy5x6QiUAUtxvTm9gCuB/xaRy/32jwauA5KBJKAP8DsAERHgPUCBi4HzgUPA/wW1+X3gp0AC8BfgGmCRqn7tv5P3fBFwtaruVlVf0jdKVRNUdaN37JuqWhl0bC6ut+xqv+Lzge64RCbNO4//9mKP8879C2/7Rbhk4fmg2O/GJZAdcL1wf/COjweGhzjXUG4B3sdd8/8nIp2Af+J61Lp6sV0FPOLV3QZYDLwFtAMeAn5YU+Wqeqn3re863VuPmEK5mxDn6pkK3IDryWyP64n8QI4NK52LSzTbAOcCwUn9/cBiVV0ErAfua2D7zwG9ca9TshdLdH1OSkTSgNeBn3uxPwq8ISKXebtEATNw75fOwDrgHf/kGBgGfIV7va4DHhWRK7xtk4B47/hE4EZgZ31iO1H5OwpZm76RVX/5grXpG8nfUdik9U+bNo1BgwaRnJzME088cbR83LhxDBw4kH79+jFz5kwApk6dysqVK3nggQeYNGlSQD19+vShd283crdr16506tSJ/Px8VJWlS5dy8803AzBhwgTee++9Jj0HY+rr+XXPU1ZVFlBWVlXG8+uC/yzUw+Z0qA4aBFF9hMzyf1MZ+OeLaio51PKTgLJ+G58lFpdMrdh3AZUa+OuusrqK9Ts/Z+eBr9jz9baj5V2SEqF0K1AdsL9WV/FV1uqGn4cxxtRDJCVjAC/jEp6JjTz+d6q6U1UP4272OwNTVLVCVdfjbpQHBR3zsKoWqepeXDI4Qdyws4He40fe9sPAz4ArRaSb3/EvquonXs9RKS4p2VVDfLuBTrXE35Bjq4FJqlqqqpuB3wLf9bZdC4iqTva2fw08DtwuIv5/9aap6leqWg7MAXz/ebwtLhmoKRZ/K1X1Ta8H8DCud2i9qv7Zu+67gF975b7YSoCnve3/Ak5Fd0HIc/WS7v/CXcst3nnMAvJwwzEBKnAJ/TmqWq6qR7tGRKSrt99sr2g2cKeItKhn+1HA7cDjqrpHVYuAhxtwXt8F3lbVxV5P6iLgXeB7AF6bf1XVw9778zFcEu8/72+jqr7g1xObzbH3QgUuyeuLe09tVNWtoQIRkfu8Hs+s/Pz8BpzC8fJ3FLJ5fR7lpe7Grry0ks3r85osIUtPTyc3N5fMzEyys7NZu3Yty5cvB2D27NmsXbuWrKwspk+fTkFBAZMnTyY1NZXXX3+dadOm1VhvZmYmFRUV9OrVi4KCAhITE4mJcaPNu3Xrxq5d9fmRMqbp7SnZ06DyWpWF/jksruEjpOrokoDnLcryjn5/qDL0Z6/V1YeOK2sWF320RyxYeUnjhh8bY0xdIioZ8+ZD/Qz3yXz7RlSR5/f9YWCfqlYHlbUKPITtft9vw8356gD08L7f6w1dKwQ243rcugcd4y8f13sSSldve00acuw+L/nxj8OXJPYAuvvi9mL/ENfL19nvGP/rVcKxa/M1UFVLLP62BT3vAVwR1PZsv3a7AduD5gWGvLlvYjWdawdcr+bCoJh7cux63oBLXj4TkS9E5EG/unxzxf7mPX8NaAF8u57td8S9z7b5bW/I9TgP2BJUttkrR0Q6iMhcb7joQVyvnK/dULEFxzcN9955Bcj3hlOeQwiqOlNVU1U1tWPHjqF2qbevNuyjuipw6mh1lfLVhn0nVK9Peno66enppKSkMGDAAHJycsjNzQVg+vTpXHrppQwZMoQdO3YcLa9LXl4ed955Jy+//DJRUVGEmvrqcn9jTr3OLTs3qLxWcYkhixNqmNEcVdUy4HlpXJej37eKCZ1cRUUF/6mGI2VVEBU6eYttmRCy3BhjTlREJWMAqroYt4jFZL/iYiA6aPhi1yZq8ny/7y8AyoH9uCStBGinqol+jxaqusrvmMDxEm7I3jXecLyjRCQRNwxxcS2xvA98S0QCFm4RkV7AZUHHdvKGE/rH7hs+th3X25EY9Ijzeqpq5SV5GYSYvxdC8PlvB5YEtdvGb1jmLuB8Cbwr7VFXSPWIo7H2417n/wyKuaWq/gZAVder6rdxPZP3A78WkSu9Xq17ccP3dorIHtzQ0GhCD1UMJR/X+3SBX1ld18PfjhD79+RY0vVroAtwmaq2xkvSgHplBapaoqq/UNWLgX64BL3mrqEm4usRq295Q6kqjzzyCNnZ2WRnZ7Np0ybuueceMjIyWLJkCatXr2b9+vWkpKRQVlZWZ30HDx5k7NixPPXUUwwZMgSADh06UFhYSGWli3nnzp107dpUv7aMaZiJAyYSFx24KG9cdBwTBzRiIEqvURDVLLAsqhmDYy8mJvDPF1HE0KokJaDs8z4/pRz353xop23ESGAWFxMVzaXd+hEtgb/68zYUQoseBN8aSVQ03VPTGn4exhhTDxGXjHkm4W5mfR+vf4lLyO4VkShxy5zf3ERt/VpEWntznaYAr3q9aVm44VrP+3rpRKSjiNxaR33PAfuAv4rIRSISLSJJuPln+zh+3pa/J3DzkuaJyAXesYO8Y1cDb/jtGwX8RkRaiEhP3HyxV7xtfwOaeYtStBLnXP+FHerhp0CqiLwkIj28OhJF5AERqe2v91zvuO+JSJz3evUUkTF+sSUAk0SkmYgMwBtSV4s9BA6r84nx2jj6aMD5AeD10D2PW8mzN4CIJIjIaHELrTQXt8hLB2/fr3EJaCVujlk34HKgv99jLG71y0vq0X41bm7ekyJyjoi0xiVQwST4XL0hp3OAm7x4o0Xkaty8rpe941rjeoS/Frc4zdMNuT4icp2IJHltFeN6hk/6/+eLbRF6Idmayhtq9OjRzJ49++jKirt27WLfvn0UFRXRtm1b4uPjycnJYc2aNXXWVVFRwfjx47nrrru45ZZbjpaLCCNGjOCtt94C4JVXXuGGG25okviNaaixPccy5fIpdGnZBUHo0rILUy6f0rjVFLukQNL4Yz1kcYmQNJ7e513DsPajSYhuDUBCdGuGdxjNFV3706K5u51p0TyKzkPv4NMBv2QPHenbej+Du+whNr4FiNCqQ0dG3XgrV/Y/n4s7fk1cdCWoEnekkKQuxfS5YiAx7S462kMWExfPhUOvtNUUjTEnTSQtbX+Uqq4XkXm4RQ9Q1UMi8l3cvKjf4HqQXgHqvNmtQxVuUY3PcDetC3FJCKpaLSLjgF8Ca72ELB9IB+bVEvtBb/GDqd6+HXC9L38BblTVg7Ucu0NEBgNP4RbsaIObKzYP+GXQwh7bcb1MW3E9Ma/jrg+qelhERuJu6nNwQ852A2/i5hPVSVU/9RLBJ3CJYIJ3/h/iXoOajtsjIiO8fX6FG7K3Dbe0P6paKCJjgT/iej+zgf+l9oTsF8BUEXkWmK+q93vlT3iPo0SkS/DB9fAE8BPgL958wBJgDW4uGbghh7/zkr19wBOqulxE/gK8p6prg+rbIyKrcb1o9fl/ZxOBP+Feq4O46zIuaJ+eQGlQ2SOq+htxqy8+g+vl3Q7coaq+LOIJXGJWAPjmRda31w7cXLnf43rXSoFluMVCTqruSZ3YvD4vYKhiVLTQPam2KZf1N2rUKDZs2EBamvs0PSEhgddee40xY8bwwgsvkJycTN++fY/2ctVm/vz5LF++nIKCAubMmQPAnDlz6N+/P08//TS33norjz32GCkpKdxzzz1NEr8xjTG259jGL2UfrEuKewTpnXARvRMuCixMgPM6Bk6jPe/6++F696s8zXsE++5N7sONuLjAz9k6nvdN4JuNjdwYYxpEQs07MJFN3D/CfkxVLwx3LMaEkpqaqllZWQFlGzZsICkpqd515O8o5KsN+ygvrSS2RQzdkzrR8bzQc1XOdA29NsYYY4xpOiKyVlVTQ22LyJ4xY4zpeF7iWZt8GWPqtnGj+99hffrYEERjTPhYMmaMMcaYiPPll18ClowZY8IrUhfwMLVQ1Tk2RNEYY4wxxpiTy5IxY4wxxhhjjAkDS8aMMcYYY4wxJgwsGTPGGGOMMcaYMLBkzBhjmkhCQkKjj12wYAFJSUmMGDEioDw7O5u0tDT69etHcnIyb7755tFtf/zjH7nwwgsREfbv39/oto2JRFdffTVXX311uMMwxkQ4W03RGGNOA7NmzWLGjBnHJWPx8fHMnTuX3r17s3v3bgYOHMjo0aNJTEzkiiuu4Nprr2X48OHhCdqYM1hMjN0CGWPCz34TGWMi0oYVy1gxby6HCvbTqn0Hht56F0lDR9R9YD1NmzaN+fPnU15ezvjx43nyyScBGDduHDt27KCsrIyJEydy3333MXXqVFauXMnWrVu5/vrrmTZt2tF6/Jfd7tq1K506dSI/P5/ExERSUlKaLF5jIs0XX3wBwEUXXRTmSIwxkcySMWNMxNmwYhnpM/9IZUU5AIf255M+848ATZKQpaenk5ubS2ZmJqrK9ddfz/Llyxk2bBizZ8+mXbt2lJaWMmjQIG666SYmT57M0qVLeeaZZ0hNTa2x3szMTCoqKujVq9cJx2hMpNu8eTNgyZgxJrxszpgxJuKsmDf3aCLmU1lRzop5c5uk/vT0dNLT00lJSWHAgAHk5OSQm5sLwPTp07n00ksZMmQIO3bsOFpel7y8PO68805efvlloqLsV7cxxhhzNrCeMWNMxDlUEHqxi5rKG0pVeeSRR7j//vsDyjMyMliyZAmrV68mPj6e4cOHU1ZWVmd9Bw8eZOzYsTz11FMMGTKkSWI0xhhjTPjZx6vGmIjTqn2HBpU31OjRo5k9ezbFxcUA7Nq1i3379lFUVETbtm2Jj48nJyeHNWvW1FlXRUUF48eP56677uKWW25pkviMMcYYc3qwZMwYE3GG3noXMc1jA8pimscy9NYSics8AAAgAElEQVS7mqT+UaNGcdttt5GWlsYll1zCzTffzKFDhxgzZgyVlZUkJyfz+OOP16uXa/78+Sxfvpw5c+bQv39/+vfvT3Z2NuCGPHbr1o2dO3eSnJzMvffe2yTxG2OMMebUEFUNdwzGGNMgqampmpWVFVC2YcMGkpKS6l3HyV5N8XTS0GtjjDHGmKYjImtVNeQKXTZnzBgTkZKGjjhrky9jjDHGnBlsmKIxxhhjIs6nn37Kp59+Gu4wjDERzpIxY4wxxkSc7du3s3379nCHYYyJcJaMGWOMMcYYY0wYWDJmjDHGGGOMMWFgyZgxxhhjjDHGhIElY8acJkRkuIhU1rHPNhG541TFZBomISGh0ccuWLCApKQkRowIXOExOzubtLQ0+vXrR3JyMm+++ebRbbfffjt9+/bl4osv5nvf+x5HjhxpdPvGRJqYmBhiYmxRaWNMeFkyZowfEckQERWRbwWVX+aVb2uidu4WkU1NUVc42zBNZ9asWcyYMYNly5YFlMfHxzN37lw+//xz3n//fR588EEKCwsBl4zl5OTw2WefUVpayksvvRSO0I05I1199dVcffXV4Q7DGBPh7CMhY463Afg+MN+v7PteeXxYIjJNbt+mjXyVtZrykmJiWybQPTWNThf2abL6p02bxvz58ykvL2f8+PE8+eSTAIwbN44dO3ZQVlbGxIkTue+++5g6dSorV65k69atXH/99UybNu1oPX36HIupa9eudOrUifz8fBITE7nmmmuObhs8eDA7d+5ssviNOZst/NXTtGwTQ/PYWCrKyykpquS6Rx8Od1jGmAhkPWPGHO8dIEVEegKISCvgJuBl3w4iEi8iz4vIDhHZLyLviUh3v+0ZIvI7EXlbRA6JyGYRucHblga8APQUkWLvMdzv2G97+xeJyHyv/eOIyMci8lBQ2VQR+bCG/WuMyW+fG0Uky2t7j4j8j9+2m0RkvbdtvYiM99t2t4hsEpGHRGSnV/8zItLea++giOSIyDeC2vu+iPzbq/MTERlV04vSlPZt2sjmlcsoLykGoLykmM0rl7Fv08YmqT89PZ3c3FwyMzPJzs5m7dq1LF++HIDZs2ezdu1asrKymD59OgUFBUyePJnU1FRef/31gEQsWGZmJhUVFfTq1Sug/MiRI7z66quMGTOmSeI35my28FdP06ZDC7btzWfjVzuJjYujTYcWLPzV0+EOzRgTgSwZM+Z4ZcDrwD3e8+8A/wTy/Pb5PTDEe5wP7AcWiki03z4TgGeBNsAfgVdEJF5VVwMPAFtUNcF7ZHjHRAOjgEuBPkAK8JMa4vyzX4yISBRwN/BiLecWMibv+KuBV4ApQHuv/cXetjTvmvzc2/Yo8IaIXOZX9/lAItAT+AbwX97x04C2uCTXP6G9D3gYuN3b/gvgHRG5sJb4m8RXWauprgqcnlddVclXWaubpP709HTS09NJSUlhwIAB5OTkkJubC8D06dO59NJLGTJkCDt27DhaXpe8vDzuvPNOXn75ZaKiAn91//CHP2TYsGEMHTq0SeI35mzWsk0M0dHR5H9dSP7XbshvdHQ0LdvYYCFjzKlnyZgxob0IfFdEYoD78EtwvKTnLuAxVd2lqiXAg0ASMNivjjdV9SNVrQZm4hKg3vVo++eqWqyqe4H3gNQa9psHnCciQ7zno3HDKN+tpe7aYvov4AVV/ZuqVqrqQVVd6W37LvC2qi72ti3y2vmeX92lwJOqWqGq64H1wL9UdY2qVgGvAReKSBtv/58AU1V1vapWq+rfgWXAraECF5H7vF67rPz8/FpOsW6+HrH6ljeUqvLII4+QnZ1NdnY2mzZt4p577iEjI4MlS5awevVq1q9fT0pKCmVlZXXWd/DgQcaOHctTTz3FkCFDArY9+eST5Ofn8+yzzzZJ7Mac7ZrHxjao3BhjTiZLxowJQVX/DWwHHgfOAd7329wRiAO2+O1fDOwDzvPbL89ve4n3bcghh36qVNU/0yip6RhVPYxLcO71iu4F5qpqeS311xbTBUBN4/TOw+98PZsJPN99XpLnc5jA3sTDQe31AP4kIoW+BzACODdUAKo6U1VTVTW1Y8eONYRZP7EtQ696WFN5Q40ePZrZs2dTXOySu127drFv3z6Kiopo27Yt8fHx5OTksGbNmjrrqqioYPz48dx1113ccsstAdteeuklPvjgA954443jesuMMaFVlIf+FVlTuTHGnEz219uYms3EJWOzvJ4dn3ygHJdMACAiCUAnYEc9666ue5d6+TPwbW9+23XAiSynt42ae+524He+np7U/3xD2Q58T1UT/R4JqvqDE6izXrqnphEVHTgkKSo6hu6paU1S/6hRo7jttttIS0vjkksu4eabb+bQoUOMGTOGyspKkpOTefzxx4/r5Qpl/vz5LF++nDlz5tC/f3/69+9PdnY2AA888AB79+4lLS2N/v37M3Xq1CaJ35izWUlRJVVVVQFlVVVVlBTV+p9FjDHmpLAB0sbU7A1csrHWv1BVq0VkLvBLEfkCKAR+B+QAmfWsew/QSURaq+rBxgaoqp+KyOfAW0Cmqn7R2LqAP+HmgS0D/oEb8niJqn4EzAE+FJFXgSW4eW03AsNPoL3fA1NEJBc3pDEOGAjsV9WcE6i3Tr5VE5t6NUVfTxjAxIkTmThx4nH7LF68OOSxGRkZIcvvuOMO7rgj9L+Wq6y0m0djGuq6Rx9m4a+eRlRp1rwZ5WVltpqiMSZsLBkzpgaqWoZLPEJ5CPgN8C8gFlgFXB/Ug1abpbiEZ6u36McNdexfmz8Ds3GLdzSaqi4SkXuBXwFv4oZIvgR8pKqrRGQC8AxuoY7twB2qWvc4u5rbe1FEKnCLevQAjgDrgP8+kfOor04X9mnSpeyNMWeO6x59mOvCHYQxxgCiquGOwRhzArxl8d8DunrzyM56qampmpWVFVC2YcMGkpKSwhTR6c2ujTHGGBM+IrJWVUMuyGZzxow5g4lIHK4n6cVIScSMMaYpZGZmkplZ35HlxhhzclgyZswZSkRuBA7g/rfX/9Sxe0Swnv7j2TUxJrS9e/eyd+/ecIdhjIlwNmfMmDOUqr6DW2TDAHFxcRQUFNC+fXtEJNzhnBZUlYKCAuLi4sIdijHGGGNCsGTMGHNW6NatGzt37uRE/yH02SYuLo5u3bqFOwxjjDHGhGDJmDHmrNCsWTN69Aj+V2jGGGOMMacvS8aMMcYYE3FatmwZ7hCMMcaSMWOMMcZEniuvvDLcIRhjjK2maIwxxhhjjDHhYMmYMcYYYyLOqlWrWLVqVbjDMMZEOBumaIwxxpiIU1BQEO4QjDHGesaMMcYYY4wxJhwsGTPGGGOMMcaYMLBkzBhjjDHGGGPCwOaMGWOMMSbitGnTJtwhGGOMJWPGGGOMiTzDhg0LdwjGGGPDFI0xxhhjjDEmHCwZM8YYY0zEWb58OcuXLw93GMaYCGfDFI0xxhgTcYqKisIdgjHGWM+YMcYYY4wxxoSDJWPGGGOMMcYYEwaWjBljjDHGGGNMGNicMWOMMcZEnPbt24c7BGOMsWTMmLOZiGQAS1T1qXDHAiAixcBVqro63LEYYyLb5ZdfHu4QjDHGkjFjTldeIpUGVADVQAHwEfCcqq5tojbuBh5T1Qv9yi4AtgKHAfW+fgT8VFW31rPe4bgkMOB3jKomNEXcxhhTtHAh+37/HJV5ecR06UKnhx6kzXXX1X3gp/N5O/1L2raIp3lsLBXl5RRUN+eW//qvkx/0qZS7ETI/huJiSEiAwZdB7z7hjsqYk+K9T3Yx7YMv2V1YStfEFkwa3ZdxKeeG3jnvE9icDmWFEJcIvUZBl5RTG7AfmzNmzOntl6raSlXbACOA7cAaERl/Ctru6yVP/YBE4OVT0KYxxtSpaOFC8h6fTOXu3aBK5e7d5D0+maKFC2s/8NP5vJ2eQ8fWbfj31u2sy9lIbFwc58QqC/7wh1MT/KmQuxGW/9MlYuC+Lv+nKzfmLPPeJ7t45J3P2FVYigK7Ckt55J3PeO+TXcfvnPcJbHjXJWLgvm5415WHiSVjxpwhVHW7qj4GzAX+IE68iDwjIltF5ICIvC8iFwYd2kFE/iYixSLyuYhcDSAiacALQE9vW7HXoxXcbj7wFpDqK/PafUdE9ojIQRFZJyJXedu6AouBaL96J3jbVES+4VfPTSKyXkSKvK+nIsk0xpzh9v3+ObSsLKBMy8rY9/vnaj/ww6m0bdGS6OhoSssrKC2vACA6Opr2URUnK9xTL/NjqKwMLKusdOXGnGWmffAlpUeqAspKj1Qx7YMvj995czpUHwksqz7iysPEkjFjzjzzgHOBvsBLwH8AQ4DOwMfA30Skmd/+9wDP43q3fgW8KyIXePO2HgC2qGqC98gIbkxEOgPfBvx/q0UB7wC9gfbAG8DbItJRVXcDVwNVfvW+EqLeNOB14OdeHY8Cb4jIZaFOWkTuE5EsEcnKz8+v14UyxpydKvPyGlR+VNFOmsfGhtxUU/kZydcjVt9yY85guwtL61/u6xGrb/kpYMmYMWeend7Xc4DvAD9U1b2qWgE8CXQB/BOa91T1H6paqaqvA1nAbfVo53MROQTkAW39j1HVYlV9TVUPqeoRVZ2Gm9s2qAHn8V3gbVVd7MW2CHgX+F6onVV1pqqmqmpqx44dG9CMMeZsE9OlS4PKj2rTjYry8pCbaio/IyXUMD23pnJjzmBdE1vUvzwuMXQlNZWfApaMGXPm6eZ9rfa+fioihSJSCBwAmgHn+e2/Lej4bX511KafqrbCJVjtgJ6+DSLSQkT+ICJbvGGKhbiErSFZ0nnAlqCyzUGxG2PMcTo99CASFxdQJnFxdHrowdoPHDmZr0tLqKoKHNJUVVVFQXXzpg4zfAZfBjFBa7TFxLhyY84yk0b3pUWz6ICyFs2imTS67/E79xoFUc0Cy6KaufIwsdUUjTnzfBvYBfhmYvf25nXV5IIQz//ufV9NHVQ1S0QeA14UkT6qehj4KfBNYCSwTVVVRPYDUt96gR1Aj6Cynl65McbUyLdqYoNXU0z+FjfhVlNsFRdLTPNmlJeVnX2rKfpWTbTVFE0E8K2aWK/VFH2rJp5GqylaMmbMGUJEzgPuBe4Gvq2qe0Xk/4AZIvKgqu4SkUTcqov/UFXf5IBxIjISyAC+hevpusvbtgfoJCKtVfVgLc3Pxc3t+gnwG6A1UI5bbr+5iDyMm5Pmswe3gEePWpbDnwN8KCKvAkuAUcCNwPD6XA9jTGRrc9119VvKPljyt7gpuenjOe307mPJl4kY41LOrXkp+2BdUsKafAWzYYrGnN4eF5FDInIQWA5cCFyuqm9727+PW1gjw5vf9RlwC+7/g/nMwvVkFQGTgRtV1Tc8cCnwD2CrN9Txm6GCUNUq4JfAwyLSFngWKAR244YWHsZvOKSqbgRmAJlevXeGqHMVMAF4Bvga+C1wh6quacD1McYYY4w5Y4mq1r2XMcacRlJTUzUrKyvcYRhjzmD/+Mc/ALjqqqvCHIkx5mwnImtVNTXUNhumaIwxxpiIUxb0f8qMMSYcbJiiMcYYY4wxxoSBJWPGGGOMMcYYEwaWjBljjDHGGGNMGNicMWOMMcZEnHPPrecy2MYYcxJZMmaMMcaYiDNgwIBwh2CMMTZM0RhjjDHGGGPCwZIxY4wxxkScxYsXs3jx4nCHYYyJcDZM0RhjjDERp7KyMtwhGGOM9YwZY4wxxhhjTDhYMmaMMcYYY4wxYWDJmDHGGGOMMcaEgc0ZM8YYY0zEOf/888MdgjHGWDJmjDHGmMiTnJwc7hCMMcaGKRpjjDHGGGNMOFgyZowxxpiIs3DhQhYuXBjuMIwxEc6SMWOMMcYYY4wJA0vGjDHGGGOMMSYMLBkzxhhjjDHGmDCwZMwYY4wxxhhjwsCWtjfGGGNMxOnVq1e4QzDGmNOzZ0xEhotIZZhjGCMim0TkkIj8tB77PyoitiyTMcYYcwa46KKLuOiii8IdhjEmwtXZMyYiGcA3gW+q6nK/8k3AU6o656RFdxKISFvgSWA80AHYD7wLPKGqX/vtOh14VlVniMhiEZnqlccAzYHDfvteraq/OgWxzwauAtoAJcBi4P/5xy0ik4AHgURgNXCfqm6ppc45wO1AuV/xz1R1hrc9GngU+B7QEfgE+JGqfuptHw4s8+KpBo4AOcDbwJ9U1b/ek0JEtgGdgUqv/S+AX6hqxgnWezfwmKpe6Fd2AbAV9/pXe21uBv4G/F5Vi06kzaD2MzjBnz2/eM9T1Z1e2e+BS1T1P/32exZ4CEhS1RyvrAewBUhW1c+a5qyMMZHkvU92kf2vDH7YbTOF7arIbN+SkhghLqoVl7cfRu+EE0uGFm1ZxPPrnmdPyR46t+zMxAETGdtzbL2Orax0n/nGxNRxK/TpfPhwKhTthDbdYORkSP5W/YPM3QiZH0NxMSQksKF5DCsy0jlUsJ9W7TswsO8ltH5vEZV5ecR06UKnhx6kzXXXsfHjPaz+y2aKD5ST0C6WtBt60eeyzvVv18++TRvZ+vFHVJYdhqhYYhJ70zP1Ujqel9io+owxTae+PWMFwDMiIiczmJNJRJqJSAKwAkgBxgAJwGjv+Qpvu09P4FMAVb1aVRNUNQG4F/jK99x7rDhFp/Es8B+q2hpIAuKBP/k2isjtwCTgOlzi9AXwVy+hqs0rQeczw2/bT4E7gJFAO9z1+0BEWvntU+Ud1xo4F5iCS94yRKR540+3Qe71Xp+uwFpgoYi0OYnt9VXVVkAn4Ce465MlIu2buJ2T8bO3BLhCROL8yq4EPsedh89IYG9jEjERiRaR07Ln3Rhzarz3yS5WrljCzy/YQFG7KlZ0aklJMwGBMj1Exv4PyC3+otH1L9qyiCmrppBXkoei5JXkMWXVFBZtWVSv4xcvXszixYtr3+nT+bDwJ1C0A1D3deFPXHl95G6E5f90iRiwYdOXpL8zj0P780GVQ/vzWbFiCdsPHwRVKnfvJu/xyWS/8HeWvZ5D8QH3eWbxgXKWvZ7Dxo/31K9dP/s2bWTTiqUuEQOoLqfywBfkrvmE/B2FDa7PGNO06nuz9CLQDfhO8IZQQwpFZIqILPF7riLyYxHJEpESEVklIt1E5CER2SEiBSLyPyHqniAi20XkgIjM8U+WRKS9iMzyjs8Xkfkico7f9m0iMllElolICXATrseoK3C9qn6uqlWq+gVwvVf+oIh0FZFiIBpIF5FiEelT1wUKcc7bROQxr/1iEflMRJJF5Dve8MciEXlJRGL8jukuIm+JSJ73mOmf9Kjqv1W1xK/ZaqCv3/P7gD+r6jpVPYzr0eoJfKOu+GtxCzBDVbeoagXwBNAe17N4HFUtU9V/eNtTgAneuXUTkfe916pIRFaIyEBvW1sRKRWRFP+6RGS5iDzufX+riGzwho3u9Xr0QrVfCszEJdoXese+7L1PDonIFyJym18bbUVkgfceLBKRf4vIUBFJA14AenqvX7HXCxjc3hFVXQXcgOux/KlXb31+Lmp9D3tq/Nnzq+ebIvKxF3+OiNzvt3m99/VL7xweB/6Je39f7h3fAfc+mcbxydiHfu0ki8hSEflaRLZ47+9ob9sF3s/5PSLyBa7nsFNtr1s9z98Yc4aa9sGXPNhjK3FRVWS2b0FlVOBnStVUkvl14z/LfH7d85RVlQWUlVWV8fy65xtd53E+nApHSgPLjpS68vrI/Bgqj/0pWLH5SyqrqwJ2qYqK4ssu7Y4+17Iy1v6rjMqK6oD9KiuqWf2XzQ2LH/gqazUa1CZUo8Wb+WrDvgbXZ4xpWvVNxkqAycCvRCS2kW3dAYzD9diUAUuBtkAv3Kfy/y0il/vtH43r4UnG9QL1AX4HICICvAcocDFwPnAI+L+gNr+PuzlOAP4CXAMsChqOiPd8EW644W6vhwVglNfjs7GR5zwB+KF3nutxwyFHAJcCl+CSwG955xTnXZMvcDfGF+FuwgP+qojIz0XkEPA17nr6J7GX4nqFfOdVDOR65bW5yUt4N4rINAnsIYwCgntlBOhfW4WqmuvF4ru5jwJm4F6rzsA64B0RaeZd/wW4XkffefYB0oDZIhIPvIobHtkKd31mhWpXRFoC9wNFgO91W+nFmwhMBeaIiG9szCRcD+P53vYbgZ2quhp4ANji12OYUcv5HgD+QWAyU6MGvIdr/dkTN5TwfVzi2B64G/i1iNzi7eJ77ft65/BL732R6RfrlcBHQDowXI71aF2J60VDXC/jP3BDUjsDY3G9n8HzKW/zjmvlnU/I160B5+9/rveJ+0AnKz8/v6bdjDGnid2FpXSN83p2YkLfbhRXHWx0/XtKQvcS1VTeKEU7G1YezOsR8zlUXhpyt7JmgUMly2JCD+zw9ZQ1RHlJcegN1eWUl4Z1er4xhoYt4PEy7mZpYiPb+p2q7vR6bN7C3dBNUdUKVV2PS1YGBR3zsKoWqepe3A3pBO9GcaD3+JG3/TDwM+BKEenmd/yLqvqJOqW4RHBXDfHtxg05a0ozVXWDqh7B3WT2xM1lKlHVr4AMjp3ztYCo6mRVLfUSlMeB28VvmKGq/sbvxvZ3wCa/9lrhkhB/hUDrWmL8A/AfuPlz43FzlF70274Q+JGI9PYSxqdwiXJtdfrsxCUIqOpXqvpXVT3svRaPAd2B3t6+M4Hb5NjQuXuA91XV93odAf5DRNp51y/449Q/i0ghbo7TRcBYVT3ktT1LVQu8ntB5uOGnw73jKrwY++Ku/0ZV3VqPc6v1fOuhvu9hqP1n7zvAOlV9WVUrVXUN8Gf8EtsaLOFYMjYSWKqqecBeYICIXIL7efD15I3FXaunVLVcVTcAT4do50lV3eP1oio1v24NOX8AVHWmqqaqamrHjh3rOD1jTLh1TWzB7jL3GVJCZXXIfRKi6/OnJLTOLUPPn6qpvFHahPx1VHN5sISEgKetYluE3C3uSGBSFFcZevpxQruGfx4e2zIh9IaoWGJb2KLaxoRbvZMxVa3C3Sw9Ko2bF5Pn9/1hYJ+qVgeVtQo8hO1+328DYnFJQw/v+70iUujdhG/G9bh1DzrGXz5uTlMoXb3tTSn4nKtUNT+ozHfOPYDuvvPxzulD3A3tcX9ZvIRhIfB3v56MQ7ihcv4SgYMAfsPtisXNL0NV16rqXlWtVtXPcYs43OzXC/MbXI9eOvCVV7YBt/BJXbrh5jwhIh1EZK6IfCUiB4Ed3j4dvThW4hLlm8UN3ZyAlxR6N+rX4Ob5bRaRtf5DDT33q2qiqp6jqiNV9SOv3SgRmSoiX3rD+ApxvUW+u/lpuOv8CpAvIq+cwFC5o+dbD/V9D9f1s3ceLgH1t9krr82HQKqItMb1ZC31ypd5z68ENqqq73U6D9imqlpHO9v84q7tdav3+RtjzkyTRvflua09KKuOZnBBKTHVGrA9ihgGtx3a6PonDphIXHRcQFlcdBwTBzT2M+MQRk6GZkEJVLMWrrw+Bl8GfguEDO3Vl5iowGnc0dXV9M07cPS5xMUxcFAcMc0Db9FimkeRdkPDl+PvnpqGBLUJUUhCL7onNfVn0MaYhmrQRyKqulhEMnG9VD7FQLSIxOqxlfO6NlF85+Nu0AAuwK34tx+XpJUA7YISumDB294HJopIG/Vb9U5EEnE3jc81UdyNsR1389uvAcfE4JLLlrhEbD0wADf8C2+4YW+vHL/hl7XxXTPxjinHJQI/8+rsgFuwIqO2SkTkQlzPxyte0a+BLsBlqponbi7cQQKHQM7E9YgVA1W4oaN4cWTgFgSJxg3vfFtEPlbVugbQfwfXezMK+EJVq0Uky+/8SoBfAL8Qkc7Aa7gE7S6Of//Udr5tcStdvuQV1fVzUd/3MF6coX72wCW11wSV9eRYsltT3WuAUuBOXG/eJ175Utzw3nKO9Yr52jlfRMQvIfNvxyegvZpeNxp4/saYM8+4lHOB/+Q3/4rhh902M5SSJl1N0bdqYmNXU+zbt2/dO/lWTWzsaoq9vSnn3mqKSRf2hYv6hV5NsajEbzXFa4hvotUUO13oYrDVFI05TalqrQ/cTfdjfs8vxd3EFeHmp/jmhvwI19P2DeAAsMTvGAW+4ff8bmBTTe3ghpApMB83HK4Tbt7Pi972KGA5bohde6+sI3CrX33bgDuC2miN69X5J24oWzRuPlqGV966ppj9yu/A9RAEl08JOueA9r1zqgw6Zg7wkvd9PG6O06PeNRVcojXe294JlyAkes/7eNdkhV99t+OGmaUALXDJ5edAdC2v761+dfYGVgFv+23vDFzgfX8ebgn3pbghfcedF663YyRuKODHQKxX/iZu3l4cbg7fDO8aD/c7NhF3g/4Jbjicr/wc3AIsbbznI3A3/ReEutZB5/cDXI/eObjk9Xu4oXNTvO3Xee+BaC+uvwGzvW2jcAmj//viAi/ubt7zGGCI9x7aDHTwymv9uaB+7+EMavnZ88p6eGV3ebEMxvXOfev/t3fncXJVZf7HP9+ks0GAAElYAoSAQZaRRcIOyuYCyqKjiBubGyPDpj9QURDBHRCYEWcGQVlEESECURBZAkaRYNiCQAJkJwnZoJN0zNad5/fHOU0qTXVSSbr6pqu+79erXum65y5PnbrduU+d557K7X1Iie0RZfrmPtLo7e9LlvUnJZLzyedeXr4ZMJuUuPYklXVOIH0Nwtv6ZU3vWyWvf3WPfffdN8zMzMy6AmBMtHNNs9ZTT0e6v+t28j1Dke7LOR34ar6AO5eVoyHro3Vk5HlgPKkU6yv5mCtIk1d0A57KE1qMZuV9QO3FvgA4JO/zz6QL/wdJCcshub0QkUq6jiIlieNIffkwKyfKCFISO1FpdsgHgX8CHyvZx22k+8j+SLogfxdp5si20yiVOrNkn38mjZicXtK+HfCgpH8BY0iJz/H5xGrVPZc+LiBd3H+XNML03lg5KvRtUkI5j5SoPU56j0v7oJF0P+FerDpBRzdSUjM5v9fXAadGxKXG3gMAAB1LSURBVOTVvK5WN5POjVdJZZC7k6bnb7UzqdxzQX5ti4Gv57ZHSP08KZfSvbdku/E5lrmkxHIUsG9EzM2vZbW/F+tyDrf93cvLJpFGxv6T1Le3ApdExB25fTHp3sPf5NfwzZJdPkRKth8p2d9cUpLVl1Sy2Lp8Pik5PZqU8D8A3EL6uoX2tPu+revvsJlZR1myZAlLlixZ84pmZlWkVa+pzYol6VLg4Ih4f9Gx2IZr2LBhMWbMmKLDMLMubMSIEQAcd9xxBUdiZrVO0lMRMaxcm6fRsQ1GnjjjC6TvSzMzMzMzq2lrXaZoVg2SfkIqRR0REX9c0/pmZmZmZl2dR8ZsgxARX+HtXyBsZmZmZlazPDJmZmZmZmZWAI+MmZmZWd3Zffd1/44zM7OO4mTMzMzM6s7OO+9cdAhmZi5TNDMzs/rT1NREU1NT0WGYWZ1zMmZmZmZ1Z+TIkYwcOXLNK5qZVZGTMTMzMzMzswI4GTMzMzMzMyuAkzEzMzMzM7MCOBkzMzMzMzMrgKe2NzMzs7qz5557Fh2CmZmTMTMzM6s/gwcPLjoEMzOXKZqZmVn9aWxspLGxsegwzKzOORkzMzOzujNq1ChGjRpVdBhmVuecjJmZmZmZmRXAyZiZmZmZmVkBnIyZmZmZmZkVwMmYmZmZmZlZATy1vZmZmdWdd7/73UWHYGbmZMzMzMzqz6BBg4oOwczMZYpmZmZWf+bNm8e8efOKDsPM6pxHxszMzKwuPHb7tbTMa6Znr148OuZplrVszLu2PZGhPV5g72+dA8C0OYt5YVoTi5e1MH/JckY8/xqvL1rMBR94Jyfu49E0M+tYHhkzs/Ui6VxJ4yQtlDRV0g8kdc9tu0h6TNICSc/ldaNk2wZJF0l6WVKjpL9J2re4V2Nmteqx269FC0Sv3r2RRI8ePenTcykb95/MuOZ9ePa7/8W0OYt5ZtICFi9bAYjNevfkpH0Gs9XGffjG8Oe5+5npRb8MM6sxTsbMbH29BhwDbAqcAJwBfF5SAzACeA7YCvgI8IU2216Wt/kgsCXwC+ABSZt3TuhmVi9a3lhO9+7dV1nWrVs3endrZOtdN+OpCdvwwrQmWlasul3Phu58aI9BLF7ewhUPjO/EiM2sHjgZM7P1EhF3RcSkSJ4BbgWOAg4EdgS+FhGLI2IicHXrdpIEnA1cEBETI6IlIm4EZgIfanscSV+UNEbSmDlz5nTCKzOzWtKzZ+/yy3v1okfv7izpuUUeEXu7zfv0BGBG4+KqxWdm9cnJmJmtF0mflPQPSfMkzQfOAgYAg4DZEVF69TKl5Of+QF9gRC5RbJTUCOwEbNf2OBFxfUQMi4hhAwYMqN4LMrOatGzZkvLLly5l+ZIWei97gz49y18Wvbl4GQDb9utTtfjMrD55Ag8zW2eStgd+BXwUuD8ilkm6EhgGTAcGSOpTkpDtULL5XGARcHRE/KMz4zaz+tN9ix60LGh5q1Rx9yGDaVnRwpIV/Vgwbj777jyTLbfvyzOTFqxSqrisuYU/vjCdPj26c8EH3llQ9GZWqzwyZmbroy/p78gcYLmkA4HP5rYngKnADyT1ljQEOK91w4gI4FrgSklDAST1lfQBSdt25osws9r33pPPJTYNli5ZQkSwca+e9OixNYvm7siuDc+w97fOYfsBfdhnyKZ5hCyYv2QZdzwzhVmLFvODj77LsymaWYdTuh4yM1s3ki4h3fvVExgJTAb2jojDJe0KXA/sA0wkjaJ9NyJ65W0bgHOAz5NKExeRkrizI+K19o45bNiwGDNmTNVek5nVvlmzZgGw1VZbFRyJmdU6SU9FxLBybS5TNLP1EhGXkWZFLNc2DnhP63NJX6LkvrGIaAZ+kh9mZp3mySefBOC4444rOBIzq2cuUzSzqpF0iKSdlewJXAj8pui4zMzMzDYEHhkzs2ragZR89SfdV/Y74AeFRmRmZma2gXAyZmZVExG/wSNhZmZmZmW5TNHMzMzMzKwAHhkzMzOzunPwwQcXHYKZmZMxMzMzqz9bbrll0SGYmblM0czMzOrP9OnTmT59etFhmFmd88iYmZmZ1Z2nn34agEGDBhUciZnVM4+MmZmZmZmZFcDJmJmZmZmZWQGcjJmZmZmZmRXAyZiZmZmZmVkBPIGHmZmZ1Z3DDjus6BDMzJyMmZmZWf3p169f0SGYmblM0czMzOrPlClTmDJlStFhmFmd88iYmZmZ1Z2xY8cCMHjw4IIjMbN65pExMzMzMzOzAjgZMzMzMzMzK4CTMTMzMzMzswI4GTMzMzMzMyuAJ/AwMzOzunPEEUcUHYKZmZMxMzMzqz99+/YtOgQzM5cprg9JkyV9psJ1Py3puWrHVIm2sUi6SdINJc9fkPSJKh37MEmN1dh3BcceJmmspIWSrikihg2RpEMlRYXrXiRpRLVjMjOrtgkTJjBhwoSiwzCzOtelR8YkPQocBCwHWoBJwPci4ndFxlVORNwG3NZR+5N0OPBQRDSsbrmkm4DmiPh8pbFExB4dFOOlwKERcXTJvkcB/Tpi/yXH6Q18E/gkMAhYANwPXBwR00pW/T7wp4i4sL34Vre8XpQ7Z1pFxPc7P6LizJnWyNSXZrN0cTO9+jSww24DGbB9h56+ZlZtY++Ahy+D+a/BZtvBUZcwfNYMXrz/RXosF/sdsAeNW63go+87r+hIO838ESOYffU1NM+cScM22zDw/PPY7LjjVrvN3c9M54oHxrPxtOc4dP6TbLx8IZv0H8BhJ5/CboetLPl8efTr/P2eCTS9sZS+W/TioBN2ZpcDtq72S1rplZfhydHQ1AR9+8L+B8DQXTrv+GZrqRZGxi6PiL7AlsBNwK8lvaPYkKyzSOoO/BH4KPBpYBPgQGBTYLSkQSWr7wSM7fQgO4mkHkXHUEvmTGtkwnMzWbq4GYCli5uZ8NxM5kwrZGDXzNbF2DtgxDkwfxoQMH8a944bSf/XGuixvBsgei3tTv/XGhj+YH0UTMwfMYKZF19C84wZEEHzjBnMvPgS5o9ov+jh7mem843hz7PRtOc4ct5jbLx8IQAL587hz9f/lJdGjQRSIjbytnE0vbEUgKY3ljLytnG8PPr16r8wSInYXx5LiRikf//yWFputoGqhWQMgIhoBn5OGu3bG0DSRpKulDRJ0huS/tSaqEn6sKTZpRewkvpKapL0nvx8sKR7JM2VNE3SNZL6lDu+pDGSzm2z7DuSHsk/nybp1ZK2RyVdJemuXDY3QdIJJe3KJWGv5divlvRwHrWpiKQLSQnKqfl1NUnq3jaWMtu9VX4p6fcl2zZJWibp2dy2l6THcv+8Kel+STvntk8AFwGHl2y7k6TDJTWXHKtB0iWSJubX+bCkfytpv0nSrZJ+LqlR0nRJXyoJ95PAYcAJETE6IpojYhLwCaAJ+E7eTyMpGbshx1LxqJekkPRlSf/I79UTknYtaT9Z0ku5bVYeWWpt21LSjfn8mSPpDklblbT3zefoxLz9C5IOzW2PSvpWmVha2y+V9EjefhZwb16+g6Q7Jc3Mj+slbVKyj6F53wuVylWHrUVfXCrpoZLnk/N5+nDu139KOrjNNl/Iy+dLekbS+0va9pH019z2hqTHJW1eaTzVNPWl2axoWbV6c0VLMPWl2QVFZGZr7eHLYPniVRb1XbYb3VdolWXdV4h+s2rmkmi1Zl99DbFkySrLYskSZl/dfjJ6xQPjWby8hYPfHE2PaF6lrXnZUkbdfgsAf79nAs3LVrRpX8Hf7+mkctAnR0PzqvHR3JyWm22gauYvj6SewH/kp60fgdwA7EoaKdkaGA38QSkBux9oBj5UspuPA68DoyQ1kEZcXgcG530cAlzZTgi/AE4viUfAKcAvVxP2qcBPgM2AnwI3S9oot30WOBc4DtgKmAm8ZzX7epuI+DGpHPHmiOibHy1ruY+PtG4LDM1x3NTaDFxKKg3ckZT8/Cpv91tSWeCjJceeWOYQF5D66VhgG2AU8KCkTUvW+RgwAtgCOBv4qaTBue1YYHRErJJcRsRy4LfAMfl5P2Aq8Pkcy0OsndOAfwf6A9OA/4aU8AO3AmdFxCakhO/G3Cbg7txP/0Y6jxYCvy7Z743AAcBRpNG8E0nnXKXeQ3pPtgf+Xalk8xHgxRzL7sB2wLU5pgZSX74ADCT17ZlrcbxyzgDOIZ3HDwI3tzZI+iLwNdKHApuTykmHa+Xo9XXAn0nv7VbAV4Bl5Q4i6YtKH3qMmTNnznqGvGatI2KVLjezDdD81962qOfS8pc+7S2vNc0zZ67VcoAZjSmh3aSlqWz7wnlzAd4aEWurveUdrql8fO0uN9sA1MJfnm/mUY/FwHdJF9tjJfUnjZp8OSJmRcQy0ijJNsABOSm5lZIEKv/8y4gIYH9S8vGViFgUEdOBbwFn5Ivstn4D7Cppn/z8CNIF5l2rif23EfG3iFgBXE+6mB2a204B/i8insmJxRXAjLXpmI6UR1buA4ZHxDUAETE2IkZGxNKImE/q3wMlbbwWuz4d+FFEjIuIpcBlpPv/SpPkRyLi3ohYERHDgUby6CcwAJjezr5nkBKOjnBFREzNMd7EqqNJy0nv/Rb5XBmVl++bH2dFxPyI+BdwIXCkpO0kDQROAs6MiEmRvNI2sVyDqRFxVUQsy/v/MKCIuCQiFkfEm8DFwKeVSjoPAIYAF+T2V4Cr1rlXkv+LiBfy79QNwDskbZbbzgEui4jn8vt3HzASODm3LwN2ALaPiOUR8URELCp3kIi4PiKGRcSwAQMGrGfIa9arT/lbattbbmYboM22e9uiZb1WlFmx/eW1pmGbbdZqOcC2/VJR0MLu5Weg3GTL/gD03aJX2fb2lne49mbI9MyZtgGrhWTse3nUoz8pWTgyLx+S/x2by9sagTeAHqRRBEijVsdIGpjL6w5m5af62wOz21wYTgB6kxKAVeSL3rtZmdydDtyeL5Db89bHUCXHaS0nGwRMKWkP0ohMq+VAt3yBXapHbusweTTlTuBV4Ksly3eWNDyXDi4A/pab+q/F7rcH3hoxy4npZFa+R1DST9kiVvbTHFJflbNtbm/PclJ/tVWuD0tjeOv4+f09FvggMEHSU5I+ldcbAvQCZpWcgxOAJaQEZMe83voUs09u83wIsEPr8fIxHyaNzm1NGiWb3ea8nLQex4e39w2sfH+GANe1iecIVr5np5P+Dv1VqZz48ny+FW6H3QbSrfuqn7t06y522K2j8nszq7qjLoEeq95d0NTzJVq6BfvtsSv77ZEqzlu6BY1b1UcyNvD881Dv3qssU+/eDDy//QlMLvjAO+nTozuPb34Ay9v8iW7o2YvDTj4FgINO2JmGnt3atHfjoBN27qDo12D/A6ChzX8hDQ1pudkGaoO46OkIEfGmpM+TLohPAP6em4ZGRNkL8ogYJ+kp4DOkEqqHIqK1pmEaMFDSRiUXrjuRLqTnthPGL4HbJF1GmlDiqPV4SdNJZW3AWyVvpQnKZEA5pldKlr+DkuQG6Ij/Xa4HNibdl1W6v/8ljT7tGRHzlO71ej7HVemxp7EycUZSN1KSMq29Ddr4E+k+sJ1KyyDzBf1JpHLU9kwGdpKknOy2atuHqxURjwKP5sT4eOAuSaNJyfQiYIs2/dYaY+tV/VBSWWFbTaR+b11/2zLrtN3vFODl9mbElDSdt5/XQ8qt20GmAN9ub4bTfH/fGTm2d5FKFieRyn4L1TpromdTNOvC9jwp/Vsym+Lxux7B8Fkz6DerGz2XdmNpr5a6mk2xddbEtZlN8cR90udnVzzQk0eg3dkUW2dNLGw2xdZZEz2bonUhNZOMAUTEG5J+QrpX6V2ke3N+Jum8iJguqR/pU/kHI6K1gPiXpFKqTUj3L7V6kjQSdJWkr5KmY7+cVMbYXpLxIKlc8hZgSkQ8sR4v51bgR5LuIl2on0Ma6Wl9rdPzRApX5ftyZgF7Af+PlCS1ep1UOthtNXG3S2nCkIOBgyNiSZvmTUmJYGMuC72sTfvrpFGanrlMtJybgAsl/YWUHH2NdF7+scIQfw18DrhH0ueAp0hJ6xWkss9LV7PtfcDVwCWSriSVzB1LSqgOr+TgSpNxHEpK5Odr5XeotQBjgGeBayVdmhPWAcBREXF7RMyWdCfpHD2NlLjsDJBLFccAJ+VzegnwvQpC+gPwXUkXke5rayKdN/tHxO+BJ/Jxfijpa7nt/DL76Z7vPyu1LkX/VwOXSnoFeI40srwvMDd/GHIq6fdxBqn8tDk/NggDtu/n5Musq9vzpJVJWfZR4OWXU1HCLrvU34X6Zscdt8ap7Ns6cZ9BOSk7crXr7XLA1p07lX1bQ3dx8mVdSi2UKbZ1Lem+sFOALwDjSaMWC0mjNh8nlWy1up00utQXuKd1YZ6d8cOksq6ppORsNCnZKSsnO7eQJo1Y30/2byFNbnA/KdHajnQhXXpB/ClSwjMamE+6b+1/SJOCtLqBNLoyL5eJtS1rXJPTSCMnU7VyVsTHc9v5pJkMF5Am3vhDm21/Rxrhej0fu9wIzBU57j/n13kk8P6IWFBJcPl9+iBpJsHbSSNRT5KS4v1j1e8Za7vtm8DRpPsDJwKzSTNAfjwiKp16qRtwFjA5n2PXAadGxOR8PpyY13kqt49m1UTvDFLC9hhpco97SOWEkBKZcaTSxmepIEHNo11HkSbuGEc6Lx4m32OX++t4UuI+GxhOGvls6zRSH5Y+1rrOIyJ+DvyY9KHHm6TfpYtZWR56JKlvmkij2b+mA7+Pz8ysPePHj2f8+PFFh2FmdU6rVmfZhiqX700FLoyIX69pfbNaNmzYsBgzZkzRYZhZFzYif6/WcWs5QmRmtrYkPRURZb9KqBZHxmqGpE9I6p2nT/8OaYRrdfdAmZmZmZlZF+FkbMN2Nql0byapnOvYXFpnZmZmZmZdXE1N4FFrIuLQomMwMzMzM7PqcDJmZmZmdeeYY44pOgQzMydjZmZmVn8a2n45sJlZAXzPmJmZmdWdF198kRdffLHoMMyszjkZMzMzs7ozYcIEJkyYUHQYZlbnnIyZmZmZmZkVwMmYmZmZmZlZAZyMmZmZmZmZFcDJmJmZmZmZWQEUEUXHYGa2ViTNAaasw6b9gbkdHI4l7tvqcd9Wj/u2ety31eO+rZ5q9e3giBhQrsHJmJnVDUljImJY0XHUIvdt9bhvq8d9Wz3u2+px31ZPEX3rMkUzMzMzM7MCOBkzMzMzMzMrgJMxM6sn1xcdQA1z31aP+7Z63LfV476tHvdt9XR63/qeMTMzMzMzswJ4ZMzMzMzMzKwATsbMrGZJ2kLSg5Jeyf9u3s56/STdKWmcpJckHdTZsXY1lfZtXre7pGck/aEzY+yqKulbSdtLGpnP1xcknVtErF2FpA9KGi/pVUlfL9MuSf+V28dKencRcXZFFfTtp3OfjpX0uKS9ioizK1pT35ast5+kFkkf68z4urJK+lbS4ZKezX9jH6tWLE7GzKyWfR14OCKGAg/n5+VcC/wpInYF9gJe6qT4urJK+xbgXNyna6OSvm0GvhoRuwEHAmdJ2r0TY+wyJHUHrgOOAXYHPlmmr44BhubHF4H/6dQgu6gK+3YS8N6I2BO4HN/vVJEK+7Z1vR8BD3RuhF1XJX0rqR/wM+D4iNgD+Hi14nEyZma17ATg5vzzzcCJbVeQtCnwHuBGgIhYFhGNnRZh17XGvgWQtB3wIeCGToqrFqyxbyNiZkQ8nX9eSEp2B3VahF3L/sCrETExIpYBt5P6uNQJwC2RPAH0k7RNZwfaBa2xbyPi8Yh4Mz99Atiuk2Psqio5bwHOBu4CZndmcF1cJX37KWB4REwFiIiq9a+TMTOrZVtFxExIF6/AwDLr7ATMAX6ZS+lukLRxZwbZRVXStwDXABcCKzorsBpQad8CIGlHYB9gdNUj65oGAdNKnr/G2xPXStaxt1vbfvsccH9VI6oda+xbSYOAjwD/24lx1YJKzttdgM0lPSrpKUmnVCuYhmrt2MysM0h6CNi6TNM3K9xFA/Bu4OyIGC3pWlJZ2MUdFGKXtb59K+nDwOyIeErS4R0ZW1fXAedt6376kj4VPy8iFnREbDVIZZa1nUq6knXs7SruN0lHkJKxQ6saUe2opG+vAb4WES1SudWtHZX0bQOwL3AU0Af4u6QnIuLljg7GyZiZdWkRcXR7bZJmSdomImbmkqNyZQavAa9FROuowp2s/v6nutEBfXsIcLykY4HewKaSfhURn6lSyF1GB/QtknqQErHbImJ4lUKtBa8B25c83w6YsQ7r2NtV1G+S9iSVKh8TEfM6KbaurpK+HQbcnhOx/sCxkpoj4u7OCbHLqvRvwtyIWAQskvQX0j3lHZ6MuUzRzGrZvcCp+edTgXvarhARrwPTJL0zLzoKeLFzwuvSKunbb0TEdhGxI3Ay8IgTsYqssW+Vrr5uBF6KiJ90Ymxd0T+AoZKGSOpJOhfvbbPOvcApeVbFA4H5raWitlpr7FtJOwDDgc9WY1Shhq2xbyNiSETsmP/G3gl82YlYRSr5m3APcJikBkkbAQdQpYmonIyZWS37IfA+Sa8A78vPkbStpPtK1jsbuE3SWGBv4PudHmnXU2nf2tqrpG8PAT4LHJmnXn42j0BaGxHRDPwnaba5l4A7IuIFSWdKOjOvdh8wEXgV+Dnw5UKC7WIq7NtLgC2Bn+XzdExB4XYpFfatrYNK+jYiXgL+BIwFngRuiIh/ViMeRbgk2szMzMzMrLN5ZMzMzMzMzKwATsbMzMzMzMwK4GTMzMzMzMysAE7GzMzMzMzMCuBkzMzMzMzMrABOxszMzKzmSPpvSXMlNUkaKGknSY9LWiDp95IOk9RY4b4+Lem5asdsZvXHU9ubmZlZTZF0MPAgsGNEzMnLrgc2A06Ogi9+JB0OPBQRDUXGYWbF88iYmZmZ1ZqdgJmtiVjJsueLTsTMzEo5GTMzM7NCSOor6UpJEyUtlPSCpEMlbSTpWknTcqnh3ZJ2KNmuQdJFkl6W1Cjpb5L2zW0XAjcAO+USxUdyieERwMV52eckHS6puWSfkvRFSc/nUsZpks7KbadJerWS4+f2myTdKunnuX26pC/ltm2B+4HuOZYmSadK6inpekmz8/FflvSx6r4DZlY0J2NmZmZWlBuBA4CjgE2BE4HXgauBA/NjMDAXGCGpe97uMuAE4IPAlsAvgAckbR4RPwbOBCZGRN+IODIi9gJGAZfnZTeWieVM4FLgP4B+wD7AP9qJu93jl6zzMWAEsAVwNvBTSYMjYgZwDNCSY+kbETcDpwH7AbtFxKa5T16soA/NrAtzMmZmZmadTtJA4CTgzIiYFMkrwETgFOBbETE9IhYB5wG7AftLEim5uSAiJkZES06uZgIfWo+Qzga+FxF/jYgVETE3Ip4sE3elx38kIu7N+xoONAJ7r+b4y4C+wO6SGiJiWkQ4GTOrcb5x1MzMzIqwY/735TbLBwC9SUkZABHRJGk2sD3wKilpGSGp9P6vHsB26xlP21jK6V/h8We22W4RsMlq9vsrYCvSqOBQSQ8DF0bEq6vZxsy6OI+MmZmZWREm53+Htlk+B1gKDGldIKkvMBCYRipZXAQcHRH9Sh4bR8QP1zOetrGU0xHHX9F2QUQ0R8SPImIYqTTzX6TyRzOrYU7GzMzMrNNFxGzgTuBnknbME2i8gzTr4S3A5ZK2lbQRcBUwDngyz4Z4LXClpKHw1kQgH8iTY6yr64CLJB0kqZuk/pL2KxN3Rxz/ddIEHqUJ55GS9pXUA1hMSvia29uBmdUGJ2NmZmZWlDOAZ4HHgIXAPcDWwPnAGNIEGlOBbYDjI6Ilb/ftvO49khYAr5Am4Fif65qfAT8gTSoyH3iaNKFGOet1/Ih4OR/vyTzb4mdJJYq3Am+SShwHA19a51djZl2Cv/TZzMzMzMysAB4ZMzMzMzMzK4CTMTMzMzMzswI4GTMzMzMzMyuAkzEzMzMzM7MCOBkzMzMzMzMrgJMxMzMzMzOzAjgZMzMzMzMzK4CTMTMzMzMzswI4GTMzMzMzMyvA/wdA4RzRiPdwvAAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 720x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "### PLOT COEFFICIENTS FROM LINEAR MODELS IN LEAVES ###\n",
    "\n",
    "plt.figure(figsize=(10,6))\n",
    "for _,(i,leave) in enumerate(model.summary(only_leaves=True).items()):\n",
    "    coef_ = leave['models'].coef_[0]\n",
    "    plt.scatter(coef_, range(X.shape[1]), label='leaf {}'.format(i), c=[palette[_%len(palette)]])\n",
    "\n",
    "plt.axvline(0, linestyle='--', c='black', alpha=0.4)\n",
    "plt.yticks(range(X.shape[1]), X.columns, size=13)\n",
    "plt.xlabel('coefficients', size=13); plt.legend(); plt.show()   "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1152x360 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1152x360 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1152x360 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1152x360 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1152x360 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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LTAb9jinT7ARMJfd5MzsCE8p6NiqvBztR1kba3R8AknYBrgLuJ7fxx2QG4kmVZfwOWLUM3wY4EagP7G5Ofk8uJ4PCb5KZNZ0uE13bdzOR9A3ys7oW+DxwBXCapB9WJlsZeJxsVrotcB65D45osMjzyGNhRzKwe7akj1XGXwu8DexF7suzgMVpkaQFJe0i6SbgaTJYcylwXN1087fwUqvrLcvsT2ZZPtpkmsXI4+A/daMeK3/XrQ0ogexHgM+2sPrOHDv/I4/Hw9Wg374WDQM27Mb8LXPTwnnHeDLF8OOVtMO5SjngFyIvPF4Ftia/zOuQbYTvkPSJiJhUZlmdPDETEdtUlrMXWVs1aPaVvjll7dhQ8iT1R+CjwDBJL0ZErZbxDPJHal0gyAuS02kb1b44IvYry1yevMAZKunwiDhzNmyK2Vzpuuuu4+Gxj7LBZ9fr7aKYmb2XbAg8FhHvNBoZEaMlXQocIen8FpvJNHNrRBwJIOk+8kZ9B2DdiHgbuFHSF8ib5csr8y0CHBURfyjz3kY2BToI+KGkJYBjyevLWtOgYcr+vX4k6ddl+ZBZP5+NiH/WFi5pZWbckDbyTPm7ckTcJ6l2w/twRPy7sozXImJCR8uoG35DbZ8AN0lanQwU/bUM+ylwd0TsWinvc8Atktavrb/4ecm6QNIDwFgyqPebynqfbbKd9a6IiKMr612TvO79WqVp0nBJK5L7/68lw+QI4JyI+FFlu4Y12PZ3RcQ/SqXqmLomUd3R7v4owY5TgN9FxLvZRZKmk0GakyJiPBlk3T0iaq1GRjRYz+5kcPXGiHijbOtuko5scN/XrExd2nf1lBlVQ4CLIuIHZfDNyg7I/0/SLyoZeLUsPJH9lS1K9iF1Ut1iL4uIE8q0I8jg2JeA+5UPMlgd+GJE/KtMf0uLZX0/GbT6Chn4urbsj5sr39natIPIwHNHPkPjz6k9pwGTaPubU2+p8ve1uuGvlr/1CR0PkcdORzpz7ED+HnwN+CozgsudMYaMMS1NHnuzjDOy5h3nkWmHM0VYG2XDKFNKh1fehzI9dKQyXfNuZarrwSXzZ7ykExsse29lavUrJWOob2XcMiWr6H/KVO4/leBLbfxoScdIuk3SZLL27CBgJWCHiHgkIt6OiEfJi5CVgIMkraRMQe5D/mhOUgtPgmiwzaMl/aisf5Kkf0naQNLuymy2CZLOlzR/ZZ4Bkq6U9EJ5nauSeq10ojJ1/fWy/O+VWbcF/hsRfyjbdC8ZFa913rkIWcNwdESMjYiXgKOBvSUt3Gh7ynSnkzU3J0laqixrN+XTgSaWMp5TovxI+rakNrWiktZQPhFnoLK24lxluvFEZTr3Ti3s20WVT6t4scz3oKQty7iVyBrAPpqRIbd3R/vTzMzM5norAB09EfAnZAfJe/bA+t69uS1ZC+OA2+tuWJ+k8U371ZV5J5GZBbUbxY2AxYArVMnMAG4lsx2qGS/PVYNYs1F7FdlX172/isyY6KMMxG0E/Kluu+4kMzc2rJv35ndXlkGYl2i77c3K0cjQuvdbAO+Qnd9Xy3ML8KESiFmV7Dy7PjPtqk6st6c02x9rk8d1/b69lWxmWmsq9k/yOn4fZX9IbSib3e5INtl8owy+jMz8+0Qny9RT+24V8r7sirrhfySbKX6glH1h5RP8ngSmk8fUiWT2YX1CTbXcb5LZZLVyv0JmC/1G0q6SOmqiR1n/hWS/UJuRmVcrRsTOEXFDfRCreJ5MNujo9UAr6y9l+DZ5j7df+Tw60t73p374y+Tva7N1d/bYqfUHdzkZwO/TaJoOdCpbrTscyJp3TCbTRH+iJv0MdGAvsoPI/mSb/lvJ6O8aZFrioZI2rkzfh4yWbwC8j/zBPg3ejbpfQ37p1gcGAq8z8xNrvgEcAvQlf1S3BYZGxKvVicr7ocA2EfF8RNQCZltFRN+IeKKL27w3GUzqR0a2ryaj7B8kf4R3oKSfl4DSrWRa6OrAeuQP7BllWVuW5X28NHf8OHBXGTcfM3+x5yP7OoDMOluYtj+MD5I1hB0F6S4nazdqP0gTgD3IyP6nyqtW63IpsIakj1bm3xcYHhHPkE9k+SjwvohYgrygaDcNtm5brgLWImsiLwP+LKl/RDxPpkq/XT6rvhFxcQv7sw1J31QGWkeOGzeuhSKZmZlZL1uYvIFtV7mGu5LM5OjuvUl9NsMb7QyrrySc1KCj8ZfIm36AZcvfR8ib8drrtjK8+jSyRlkIz5HXwu0ZWJmuPc8BSymzwxoZ1M4yXmrwfn5ym/qR1/O/ou12TQcWoO12QfN9WVvvTMGYJur31bKlPBPqynNRKfOKzLh5b7Rds1uz/VE7Zq6n7bbUMn5q+3ZXYCTwc+AZZf9s1W5DtiGv6a+XtFSpuB5BfkaNmog1K1NP7bva96L+86u9X7r8/RlwKNmMcVvyHqPW0Xj9d7DdcpeMzq3I5q8XAC9KukPShzso50SyOeISwJLk/Wa7SrDnny28JrW3jCpJtSaQR0REfUC5Xm37l6ob3q9ufM10Zt6H9Tp77NT8hLz/37XJNO1ZmTzOX+nCvJ3iQNa85UIyWPT9Ls5/WkSMiYgp5AXFCsCQiHgjIh4iAz0frZvniIiYEBFjyUDa3uUiZMPyOqCMn0L2SbC52rbTPi8i/hFpKhlEa+8k/jwdd5LXWedGxGMl8v8HMqByVOmo71nyy17b5u0BRcQxETG1BNeOBvYsEevaD+77JS1cMqZqbe9vBt4n6SuSFlB2ILojMzpXrGUhVdPFa/931AHjmPJ3GchOQ0s22zsR8SR5cbJFGTeRDHztC+92ALg3mdFH2Ya+ZEeA80fE/0pGXFMRMSkifh8Rr0fEmxFxSllW/fFS1dH+rF/HuRExOCIG9+/fv6MimZmZWe97hZlvzBo5kay4a5QFPg1YsG7Y0g2m646+qvRLWixH9rcFM27KtqdxhkY1271RRsXfgA9IWq2d9e8AjIqIMe2Mry2jNm17ywhmdBRfU3/tvBzwFpnR8VqZ51gab9cFTcrTRkT8j+x7qMMOqKuz1b1/pZTt4+2U5yUymFHbjqqevkfortox800ab8sNkB31R8Q+5HX8RuT2XStpmTJ/LeBwBdnM7FUyO2khYJdOZs301L6rfS/q56u1vKlt+87AWRFxckQMj4iR5OfbaRHxn4j4Mvl78lnynmtos+B3RHyfDPBeRPaRN0rZEf4eDb7vtaaFb7bw2rSj8pbkj8uB35T7oo62bzL5ua5bN6r2vr7vrKXoOFjUpWOn3PtdTT6corMZVlsBD8TMT6ntcQ5kzUNKiuThwJGVH7/OeKHy/xTgpWjbp8EUZu5U75nK/6PJL8ayZGePCwFjlR2XvwY8RV6MDKibp2oc7bfRXqmM70n12/x2RIyrG1bb5tWAAbXtKdt0C3kSXiEiRpBf+B8BL0m6SdJgeLe28UtkkHEsecF2ITPS7V8vf5esrLv2f5sn0zRQCwyOB5C0ZamlGCdpIlkbUo38nAPsXtLJtyVruK4t435PdjL6c2B8aS64ZgfrR9Iiks5SPmVkYtk3/erWW6/p/uxonWZmZjbHe5w83zcVEQ8D19H4xmkMM9/cbdkjpWtrx9o/yq4ytiQ76Qa4h+wUe6WIGNng9XqD5VWdT2ZBzPTYe0lbkS0fGmakV/yNzAY5ur4bBmUfUt8H/lIy7BtuV+X9A6Wri8nAvcA67WzX8x2Uqd4vgC9J+kz9iNLMbPMO5r+VzMhasp3yvEHeiL8IfKFu3pmeGNhAo2y8WeVxsnJ+UDvb0qaZWamAvpfsDH1RYGA5DrcnWzp8pu51CBk4mmlfN9GdfVc1hkww2Llu+C7kfUutH6tFqGRklsDJbp1cVxulwvxWsh/hFekgUF6SNI4nkxW2JoM/FwAvSPqN2j7Br0eaFir75for+eCDAzuxeTcAO9YFmHYlP7d/1007CGi3RVIPHDsnAO9n5t+Pdkn6Otkc+9etztMd7ux9HhMRN0i6n8yOqplE9k+0UETUfkxW6qFVDiQDVJBfqOlkcOYZsrnj0tFOB59F/bgbge9LWjIqnVmWVMhtyRNkb3kGeCIi3t/eBBFxLnBuCRINIZvbDSjjhlLpC0DSFczoKPBxMsj3EfIkDvBh8qKpo2aTu5bp7pW0INmk83DggoiYqnyazqGVMv5d0lPkyWdHsqPGN8u4t8jA18/KPv8l+WPf5omYDRxC1k5sAYyOiJD0MjMuRhsdAx3uT7OessYaa7Dswl2J75uZWTfcBRxTuhroqDLyRPLR7fWuBvaV9HPyOuozdC7rpxVTgRPLzd/z5HXTgpTgUkS8JmkIcIakgWRQaT4yi+wzEdH0Zi8inpP0TeCS0jTwfDLzflPymm0oec3VbBkh6Stkc8Z7JJ1MVgivCxxVlndAg1m3UfZzezsZsNiStoGMw8mO3d8hW2S8Tl67bke2UuhM9x1nk9eM10s6m+xn7A2yy47vksHKW9ubOSIel/Qb8kl7J5NN7hYmb6jXjoj9IuLtMu7Ucq15B9nP7vtaKN9/gO0k3UjeHz1eCUKurZn7hZ0cETe0tOUzb8s7kn7AjM/8BnJfrE525bIT2XzzJvJJcU+QSQA/IINNj5Gf16LAGRHR5rsh6S7yc98dGE4LurDvPtRgn4yLiNvL9+EcSePJz3lTsqP+IyNiWpl2GHCAso+sV8jjs9Nd4JRg06lkH1xPk5XlRwAPRURLTdgiIkp5hpWEj6+QLVQWJrtWqTUtHNnZ8tWVdTnyfnYScCbwMc14yOHEWksXSZuSFfhbRMTtZfwpZF+Bl0g6jwya7Q98u5S/ajB5z9aeL9CNYyfy4Qg3kM0TGxkk6RPkMbxKWd8u5P3n75qUq8c4I2vedBiZxlrLhnmc/DLtJ2m+0qytww68W3SSpCXKl3YIcEkJXI0ka43OqGWHSeovqaMo/C/ItOFrJa2n7IjyfWRw5iU6rq2alf4KLCDpSEmLK60saUcASR+V9EllH2XTyQuBd9Nny/gFlB2jf5usFTgOoDSr/D1wnKTlyv48jnzSyTQaKNN9n/whOioiXiMvuhYGXi1BrPXIC4d655Inym3Ji6naMjeXVHtk6lQyGFn/oICF617zk80fp5NZYQtKOoa2NSQvksHUaq1s0/1p1pPWW289Vlpr+Y4nNDOznjSCvIHduqMJI+J+8kazfvhQMlNrJzKoNZB8OFBPmkI+pes7wJ/JG+VtI+LdzP2IOJm8vt6G7Nf1MvKms74pX0ORT0T8NHn/dRF5s7sT2a3CjtG48+n6Zfyb7LrjPvLpYsPJ68BryD5aG2VQ7UdWlF5DZmgcEBG1THwi4s5Srv7AJWSw6XAyC6RTTx0r9wC7At8DPknuyxvIgMEl5L1CRw4Ajic/j+vJfbUdM5pWQt4v/AT4VllH31LmjhxGXtsOBf5O287sP082waq+upVZEhF/JG/wP1SWdxV5jD1IBrWmkdlL3ydbR1xMHotblXuD3cmHRc0U4C2V0H8iM+A6ExzqzL7bl5n3yY/L+s8js412JK/pdwd+EBE/rcz/PfL7cTZZMf5vZn5aYSteJI/Fo8jj6VdkoK+9ZrZNRcT4iPhFRHyADIj1pFqfv6tSgs6V168q04nMPnw3yhXZJczWwJrkdn6H3KfnU50x+wbrT/NO+nvi2Jkpg7TiB2WbhgEnk/egX4iIfZvM06M0c3DP5jbKR5QOj/LI0jLsQjK6/LWIuKhE008mD/obyZTQD0TEZ8v0AXyqnMyQtA/wo4hYs9F6JG1Gnjz3JQMuS5AnvgNqNRuSliZPRNuR7b7HkY86/VYZP7qs4/d127N0WeYXyWaKL5MXDEdXo+71Za4M34t8PPKguuFDgE9WtrnN+mvbFBHVpxReBLwVEfuV96uSP8CfIZscPg/8MSKOLenSp5Idnr9Nnph+UC7MkHQ9sAn5o3Uf2b/YyMq6FiVr42rpvX8GvltOZLWy7EkGjN4hU3f/Dvw6Im6uLOebZEbeUmX8bcDXq/tDmZL+PDAyIj5TGb47eUE1gDzB3g98LyL+W/ZPrVPTqnPIvhV+T7btf408SX6rfA4XlWWfTUbqFyjLvKTZ/mywnncNHjw4Ro7sVoWJvce89dZbnDv6VPrM35UHsJjZnN7TDzEAACAASURBVGr/QYf1yHIkPRARg3tkYdaGpDOANSNiu94uy3tJ5brtAyUAZmbzAEknAR+t3dO+VzmQZfYepMxxfZrM5Kp/kuQcz4Es66zrrruOG8dexQafXa+3i2JmPciBrDmf8iE/jwMf7mQzNesGB7LM5j2SFiO7Z9kpsn/m9yw3LTR7b9qTTAG9srcLYmZmZvOuyCfx7Ut2zGxmZl03ADjuvR7EAnf2bvaeI2kc2e/VvqVTQzMzM7NZJiIu7+0yvNeUG936J0Ca2VwsIh4j+wd7z3Mgy+w9JiL6dzyVmZmZmZmZ2ZzHTQvNzMzMzMzMzGyu4IwsMzOb562zzjqss87/sfagtXu7KGZmZmZm1g0OZJmZ2Txv7bUdwDIzMzMzmxe4aaGZmc3zpk2bxrRp03q7GGZmZmZm1k0OZJmZ2Txv2LBhDBs2rLeLYWZmZmZm3eRAlpmZmZmZmZmZzRXcR5aZvaedM/qU3i6CzQYPj32UrZf/Um8Xw8zMzMzMuskZWWZmZmZmZmZmNldwIMvMzMzMzMzMzOYKblpoZmbzvBXXWp71Vlmvt4thZmZmZmbd5ECWmZnN8/oPXIY1Bq3R28UwMzMzM7NumiObFkraTNJbvVyGrSU9Kel1SYe0MP2Rkq6bHWUzM7POmTZ5OpMmTertYpiZvecoPSRp794uS0+TtJOkuyWNlzRN0uOSfiRpwco0C0r6k6SnJU2VNE7SDZI2bHEdX5D0r7L8RyXtWjd+57LePp0o92KSJkuaImnxBuP3kRRlffPVjTtV0ujK+0Fl2tprsqSnJF0q6VOtlsnMrDM6DGRJGlF+lD5dN/xJSfvMspLNIpL6STpT0v/KyeR/5X2/uknPBE6PiMWBLSVNKq9pkt6pvJ8k6VMR8ZOI+PwsLvsFpbwTJb1Q3verm+YwSc+Vk8hwSat3sMyLJL1Ztz3fqYzvI+loSaPKuDskbVAZv1k5PiaVco2XdJekQyQt1PN7oeE2jC6fyyRJr5b1b9YDy91H0pN1w2on68klyPmqpJGShkhasrvrrFtXt797lfKuUhn2c0nD66Y7vUy3bmXYamXYB7q5KWa97ol7nuK2227r7WKYmb0X7QL0A/7Q2wWZBZYBbgP2A7YBLgCOAk6vTNMHCOAkYDvgG8CiwK0tXKd/EvhzWcc2wFDgMklbVSb7MyDgK50o9xdKGRYp/7fnfcCXW1zmocBGwLbA8eS++ZukYztRLjOzlrSakTUeOFWSZmVhZiVJC0jqC9wBfBjYGugLfK68v6OMr1kdeBggIraJiL4R0Zc8UT1be19ed8ymzTgdWDciliBPLIsCZ9dGStoTOAz4PNAfeBS4toUamovrtudXlXGHAHsBWwBLk/vvprram7fLfEsAKwNDgK8DI1SpkZrF9iufz0rAA8B1PR1YqrNOCXIuBxxI7p+Rkpbp4fXMiu/ecGATSQtXhm0OPEJuR80WwNiI+FdnV1ACoHNkxqeZmZnNVgcCl0TEm71dkKqOgkitiIhzIuKoiLg6Im6LiJ+R1+t71a7dImJqROwaEedFxK0RcQ0Z0FoY+GIHqzga+FtEHFiWfxhwI3BMpQzvAL8DvteJou8OjCqv3ZtMNwI4ssVlPh4R90bE7RFxUURsTQa0hvREBbOZWVWrN5rnAavQ4IdODZoBluyU4ZX3Iem7JXNlsjIFdxVJB5cMo/GSTmyw7L0lPSPplZI51LcybhlJvy3zj1Om7C5fGT9a0jGSbpM0maxNOIgMdOwQEY9ExNsR8SiwQxl+kKSVJE0ia09uLlk+a3e0gxps82hlavFtZRn/krSBpN1LRs0ESedLmr8yzwBJVyqzrV6QdG41YBQR/46IyZXVvgOsU3n/TeCciHgwIqaQJ57VgU92VP4mdgZ+FRFPR8QbwLFkDcuOjSaOiGkRMayM/zCwd9m2VSTdWD6rCSWza8Myrp8yO+7D1WVJ+puko8v/u0l6rGRBjZV0UTvrnwqcSwYp1yzzXliOk9eVKdJ7VNbRT9IV5RicIOnfkj4laSPgN8DqmpGptlmD9b0ZEXeTtVlLkoG/Vr8XTY/hot3vXmU5m0q6r5T/P5L2r4x+qPx9vGzD0cDt5PG9cZl/WfI4OYWZA1m3VNazgaRblVloT5fju08ZV8v82lfSo8AUYLlmn1uL229mZmZzKUlrktcbV9YN/6qkO8s1/qvlenlwg/m/W64TJku6RtIW5Xpjs8o080n6Ybm+ni7pCbXWjPGCco1yqKTlurutFeOBjipyJwPTmk2nbNnwGeBPdaMuBzZS2wrbPwMfkbR+R4VTtub4XFnO5cBWar8i9gTgQ5K272i57fgx8DzwrS7Ob2bWUKuBrMlk5P8n6npzsb3IWof+5A/3rWSa8RpkNsihkjauTN+HzCzagMw+Whs4DbKtPXANmaa7PjAQeJ2ZU5a/QQYW+gJ/IVNdh0bEq9WJyvuhwDYR8XzJ7AHYqmQaPdHFbd4b+E7ZzoeAq8kT0geBD5ABtF3KNi1c9smjZFBhPTKAcUZ1geVE/TrwKrk/qwHAD5LZSLXtmgT8twxv5svlQuIJSaeobWbafGS6cptiAB9qtsCI+G8pSy0wMh/wK/KzWgF4ELhK0gJl/19BZrvVtnNtMj35AkmLApcAB5QsqNWB3zZar6TFgP2BCUDtc7uzlHcp4DjgIkm1x5cdRma2DSzjvwSMiYh7yJPu05VMtRFNtvcVYBhtA0Ht6sQx3PS7J2k1smbuN2SAcR/gJEk7l0lqn/06ZRuOL8fF/ZWybg7cBdwMbKYZmVSbk9lblIulYWRq+wpkTeLXKYG7ij3KfIuX7Wn4uXVi+83MzGzutQV5LfNQ3fBBZBbRzuS1wxiyGdq7WVKSdgTOAq4lK0gfpvH131nAj8iKzO3I6+0LWgi+fI+8zvk/YIykP0vaRl3IKFdmoi+qbAp4IPDriIi6aSRpfkkrACcDbwOXNVnsGsACwH/qhj9GXle/W9EeEY+R9watXIfuVJZ7eVn//GVYI/eR++ioFpY7k4h4m7y/+URX5jcza09nfqgvJG80v9/FdZ0WEWNKptCV5M3wkIh4IyIeIk9wH62b54iImBARY8mb+b3LyWXD8jqgjJ8CHA5srkpfQMB5EfGPSFPJINpz7ZTvebKZWE86NyIeK6nUfyBv5I+KiMkR8SyZrlvb5u0BRcQxJQX5VTKdeE9VmgZGxE8rQYHTgGofTouTAZyq14AlmpTxLGBdYFnyImFTMguo5jrgAElrlWDbCWSQsdkya8aQwRUi4tmIuDYippTP4kfAAGCtMu25wB6a0dxtX+DGiKh9Xm8C60pauuy/+uac50h6DXiaDAJuFxGvl3X/NiLGlwy8y8kLoc3KfG+UMq5D7v8nImJUC9vWdHtb0OoxDM2/e7sDD0bEhRHxVkTcC5xDJSjYjuHMuNjZArg1Il4AxpI1eh8gvw+1DLLtyH11QkRMLxdMP2uwnh9HxIsley9o/3PrzPYDIOmbyqzOkePGjetg88zMzGwOsCHwWGn+9q6IOC4izo2IW4CbgK8Bz5IV3zVHAtdHxAERcXNEHANcX11Oyfj6Nnk9cXJEDI+II4BLyVYE7YqIf0XE98hWGXsBiwF/BZ6RdFypLGzV5PK6g8x8P6zBNEeQ10UvkJXd20bEM02WWesH97W64a/Wja95GPhYC2XdnfxMHi7dRzxK8+aFJwKfkNRSZW0DYwBn3JtZj2o5kFUi6ocDRzZJP23mhcr/U4CX6k5qU8hATFX1x300sBAZcFmt/D9W0mslgPEUmek1oG6eqnFkH06NrFTG96T6bX47IsbVDatt82rAgNr2lG26hQwGrFC/4BJsuQ64vlJz9DrZvK1qKWAigNp26L5nWc4DETE2It6JiEeAg4GdKtk/PyVrtm4mLzAga4JebmH7VyHTq5G0rKTfSXpW0kTgf2Wa/qUcd5JBxp2UzS33pgTUSpBjW7Jfs6ckPaBK88Bi/4hYKiKWj4gtIuKust75ysXI48qmd6+RWUr9y3ynkPv5YmCcpIu70bzt3e1tQavHcEffvVXJ4F3VU2V4M7cAgyUtQWZQ3VqG31bebw48ERG1z2lVYHRd7WKj9YyulLvZ59by9leWd25EDI6Iwf379280iVm7Vl53RTbYYIOOJzQzs560Ag2uGSW9T9LVksaSmUlvkpWKa5fxfchs+mvrZq1/vwXZ1cbVJdtp/nIdeQvZJK7DJ/mVCro/RfbpNJDMct+DvHb5cYvbuTHwKeAHZHcTv2wwzUVkBfYOZKuFv1ZaCDQtYt17tTP8ZRrcM7SZUVqRrLS+vDL4MuDTkhreI5UWCXeRldBdMdf2sWxmc675O55khoi4QdL9VDoYBCYBfSQtFBHTy7CVeqh8A8mbW8gU5Onkj/QzZK3H0vU1PHXqx90IfF/SkhHxbuaSpKXIG+5f9FC5u+IZMnDw/k7MMz8ZmFuMDGI9BHyEbLJFaSK4VhlOpclkM7V9VuugcjoZRDm8LHNZMmV6RLOFlBqyDckAEeSTWlYEPh4RLyj7/ppI25PbuWQm1iTyomZobUQ5iY4oFyQ7AH+WdF9EPEVzu5NZQ1sBj0bEO5JGVrZvMpkufVRJ9f49Gdz6KjMfP822tx+wJXB+GdTR96LVY5hSzkbfPciA4LZ1w1ZnRqCwvWXfC0wln3CzDPCPMvxWsknudGZkY9XWM1CSKsGs6npq6mtcR9Dgc6OT22/WXcus0o+BAwf2djHMzN5rFiYrbt9VrgFvJrPADyGvCaaR11C1zPz+5HVufSVz/ftlyZYC9S0SalYkM4JatQRZCdyXzESf1MpMEfFg+fdOSS8DF0s6rXqdGhEvAi8CSLqBfMjOD8lrzkZqmVdL1Q2vva/P1JrOjP3Xnl3JRIYby/0PwA1kp+y70vZpi1UnkpXnG7czvpmVyc/azKzHdOWpYoeRnYrXUiIeJ3/k9yvZL5+k/XbWnXWSpCWUHTAOIZ948g4wEvgncEYtQ0VSf0m7dbC8XwAvkU/yW6+0Z38fGfh5ibr+qGazvwILSDpS0uKlHf3KpX8AJC2n7BhzqfJ+bbJ9/Z21JnRkIGh/SR+WtAjZDHAU2UdUQ8rOuGvLXItsrnhtREwrw1aQNKj8vypZm3QPmQbeaHkLldTjq8gAWi2QtQR5IfNqCbD9rMHsvyNToo8FLiyZSEhaXtKXSwDybWacuN9ub7sqlgDeIi985pP0dSp9hkn6fKkV7EMex9PK9JAXG8uVrKWGSs3fJ8istdeZcQHQ0feiK8dw/XcPshZtw3JszC/pY2QfYbU+JMaRwaW1qgsqzV3vIGvXbq8Ek0YAm5C1ddVA1lDy4uhISQtKWodMkW/YV1nZnmafW1e/w2ZdMmXiVF57rf6a38zMZrFXmDkQsxGZxb5XRFwaEXdGxEjatioYR16P1adg179/pUz3cTLbqf71UkcFlLSkpP0l3UsGl7Yhr1NXjohTOt7EmdSCWu02TYyIt4B/kZWC7XmK0kVD3fB1yWu7+j58lyL3RzO1JoT3kYGyV8lrsuq4RuW9gcwi61RWVsmO25y8dzAz6zGdDmSV/qwup/SRVIIoXyNTaSeQ/fhc3O4CWlfLyPkXGRR4mtKxdLnp/iJZ/geUnZ/fx4x+j9or+0TyJv1fZE3QZLID60eATcr4XlGaYW1B9u/0H3Jf3sKMTtWD7Mj7aeVTGIcB/6YSHImIS8lA1FCyidsHyCc0Ngv4fKuyzJvJTJ2vVcavAgyTNIU80Y0uy6ymM/dRNlecSDanPIHMbNq0ko10LNnn0niyDf/d1AWiIuI1sv+0D9I2QDIfcAAwunzWZwN7R8ToJttVczF5bDxJNl1cjwzg1KxBNtGcWLZtKlk7BpmdNAwYVZq/bVqZ7/FSlpfJTuzvADaMiJfLtjT9XnTlGK7/7pVho8iMrO+S+/YS4JiI+FMZP5Xsa+2ysg3VzjqHkynot1aW9zJ54dSXbGZYGz6BzGr7LFmrdhMZeGyv5g6afG5d/Q6bddWT94/ijjvqu9YzM7NZ7HFmDugsUv7WrhEpmT6Dau/Ltes/yWZ6VTvUvb+VzMhaMiJGNni90V7BJH1S0qXkteup5HX1RhGxfkT8PCJa7S6i3iblb7t9rir7hP1Is2nKNfRtZIf4VbsC91RblxSDmDm4VV3n6mSF8c/Jh09VXyeTXU6s1d78ZFbWNqXcrTqGbJHwm07MY2bWIbWNR5j1LklDgI0jYqveLovNuQYPHhwjR47seMIWnDO6K5WtNrd5ePijbL38l/j85z/f20UxszmQpAciYnBvl2NeI2krsvJruVo/scq+SJ8kK7BOJitNh5CVW/dGxE5luh3JDP+zyb6xNiErdQeQlaV/K9P9igzunExWui4MvB9YOyLaffiNpNvIoNr5wOWRT3Xu7PbdSFYMPkJW0G5CVmL+NSJ2K9PsTgaAbiQfLrUi+VTzweQ17z/KdF8FLgDWqHUCXzL6R5B9bl1DVl4eCmwdETdXyrEYWSm7c0Rc1U5ZjyKf3r1qRDxfN245ssL3uIg4XtI+5MOGFq/tF0kikwHeDzwTEYPK8EFkQO5Qsi+tBcng5W5kP6lDIqLVvsbMzFrSqT6yzGalcmHzDbL5nJmZmZnN3UaQzd22JrPGiYixknYms6D+AvyXbCFweHXGiLha0oFkVwZfL8s6FPgT5UFGxQFkJtI3yEDNRPJJfO12f1DsFvlk9O74OxlcG0Q2cXwa+D/aZiA9Tj4V8XTySYMvkEG8weVBSzXzkdll7/YfGxF3StqJbO3wbTJgtEc1iFVsRXbh0bDrj2J34Jb6IFZZz0uShpVpjm80c0SEpJ+QT4Rs5NTyd1rZxnuAT8fMTxo3M+s2Z2TZHEHS6WTfTpdExLd6uzw2Z3NGlnWWM7LMrBlnZM06ks4A1oyI7XpgWT8iH9KzdOk+wQBJlwGTm2WgmZnNS5yRZXOEiDiE0geamZmZmc0zTiH7Fl07Itrtw6mepP5kdtNtZLbRpygPmnEQa4byMKYvABv0dlnMzGYXB7LMzGyet+r6K/ORVTvTP62ZmfWEiBgjaV+yb6iWA1nAG+QT+r5KPtHwBfIJ40f3eCHnbqsA34qIJ3u7IGZms4ubFprZXKcnmxaamZm5aaGZmdncY77eLoCZmdmsNn78eMaP7+qT1M3MzMzMbE7hQJaZmc3z7r77bu6+++7eLoaZmZmZmXWTA1lmZmZmZmZmZjZXcCDLzMzMzMzMzMzmCn5qoZlZDzln9Cm9XQRrx8NjH2Xr5b/U28UwMzMzM7NuckaWmZmZmZmZmZnNFZyRZWZm87xBH1yVjw34WG8Xw8zMzMzMuskZWWZmNs9bov/iLL/88r1dDDMzMzMz6yYHsszMbJ43cdzrjB07treLYWZmZmZm3TRHBrIkbSbprV4uw9aSnpT0uqRDWpj+SEnXzY6ymZlZ54x+6H/cf//9vV0MMzMzMzPrpg4DWZJGSApJn64b/qSkfWZZyWYRSf0knSnpf5Kmlr9nSupXN+mZwOkRsTiwpaRJ5TVN0juV95MkfSoifhIRn58N5d9N0sOSJkt6UdJRdeMPk/RcGT9c0uodLG8FSX+UNE7Sq5JulfTByvg+ko6WNKps6x2SNqiM36wcH5MkTZQ0XtJdkg6RtFDP74GG2zC6fC6TyjbcJWmzHljuPpKerBs2qGzv5BLkfFXSSElDJC3Z3XXWravb371KeVepDPu5pOF1051eplu3Mmy1MuwD3dwUMzMzMzMzsx7RakbWeOBUSZqVhZmVJC0gqS9wB/BhYGugL/C58v6OMr5mdeBhgIjYJiL6RkRfYD/g2dr78rpjNm3DV4CfA4cASwJrAddWxu8JHAZ8HugPPApcK6lPk8X+ClgaWAdYHhgJ/LXyWR8C7AVsUaa7A7hJ0uKVZbxd9sMSwMrAEODrwAhJC3Znmzthv/L5rAQ8AFzX04GlOuuUIOdywIHk/hkpaZkeXs+s+O4NBzaRtHBl2ObAI+R21GwBjI2If3V2BSUAOkdmfJqZmdnso/SQpL0rw2qVdSHpTUkvSbpF0gFdqQitVNxt38F0W0k6qMHwIZXyRKks/mu18rYTZVmwLO9DXSnj7CRpZUlXl8rglyX9UtKiLcy3kKTTyuc2WdJQSYPqpvlOqex9VdIUSf8qw1SZZp+6/V59nVOZbrCkiyQ9rkwouKhBmQaXCvWWr//LsTmqrG/NBuNrFfYv190nIum7kqJuWLX8UyU9K+kqSbM82cHsvabVG83zgFWA3etHqEEzwPLjPbzyPsqXfWT5sbtb0iqSDlZmRI2XdGKDZe8t6RlJr5Qfr76VcctI+m2Zf5ykP0lavjJ+tKRjJN0maTLwZeAgMtCxQ0Q8EhFvR8SjwA5l+EGSVpI0CegD3Fx+2NfuaAc12ObRkn5U1j+p/HhvIGl3ZUbNBEnnS5q/Ms8ASVdKeqG8zlUJGCmDAj8FfhwRwyPirYh4vS7I8E3gnIh4MCKmAEeSAblPNin6msAVEfFKRLwB/Jb8rGsBmZ2BX0XE02X8sWXcjo0WFhHTImJYGf9hYO9S/lUk3Vg+qwnKzK4Ny7h+5cf+w3X79G+Sji7/7ybpMWUW1NhGJ7Cy/qnAuWSQcs0y74XlOHld0qOS9qiso5+kK8oxOEHSvyV9StJGwG+A1TUj826zBut7MyLuBr5ABhcPKctt5XvR9Bgu2v3uVZazqaT7Svn/I2n/yuiHyt/HyzYcDdxOHt8bl/mXJY+TU5g5kHVLZT0bKDP2XpX0dDm++5RxtYuzfSU9CkwBlmv2ubW4/WZmZjZ32wXoB/yhbvhtwEbApsA3yArknwH3SFpqFpVlK/J+oJEJpTwblWnWBoZJWrqT61iQvF7+UN3wF8qy7+zk8maJcg9yEzAQ2BX4Pnndf24Ls58J7AMcCuwELEvuq2olaT/gauCrZCX7dcAvgR9UphnKjH1e3fcAN1Sm24S8n/k78GKjAkXESOCfwMEtlL9mI2BQ+X+3JtMtA3y7xWWeVpa7FfBD4A3gL5Iu6ES5zKwDrQayJgPHAD9R15uL7QV8kcwUmgbcSv7ArUFmgxwqaePK9H3IH70NgPeRJ5PTIKPnwDVAAOuTP8CvM/MJ8htkYKEv8BdgW2BoRLxanai8HwpsExHPl8wegK1KptETXdzmvYHvlO18iPwx/wzwQeADZABtl7JNC5d98igZVFiPDGCcUZa1Nhls61uCFS8pa4qqtQcfJLORats1CfhvGd6eU4AvS1q2lOGbwJ0R8XIZPx9Qnw0kZj45txER/y1lqQVG5iOzvwYCKwAPAldJWqDs/yvIbDfK/libPAlcoKwZugQ4oGRBrU4G3GYiaTFgf/JipPa53VnKuxRwHHCRpPXKuMOARUu5lgK+BIyJiHuAbwFPVzLvRjTZ3leAYbQNBLWrE8dw0++epNWAG8mg2zLkRcVJknYuk9Q++3XKNhxfjov7K2XdHLgLuBnYTDMyqTYns7dQ1m4NIy86VwC2I7Pu6vuP26PMt3jZnoafWye238zMzOZuBwKXRMSbdcNfiYh7I+LuiPhLRBxMVrKtTbZAmN3eKuW5NyIuJwMwy5GtOLotIqaXZb/W3WWVCsTuZr7vTN5jfTkihkbEpcD3gD0krdVk3asA+wIHR8TvIuIG8vp5IHm/B0BEnFhe10XELRFxJHAZuV9r04yr7PN7I+JespXIBNoGss6KiDUjYi/g+SbbdCHwrWqiQAd2J6+176NJpTEwAvhBXaCuPaPLttwREX+IiN3Ie5yvqZKVaGbd05kfwAvJG83vd3Fdp0XEmJIpdCV5MzwkIt6IiIfIQM9H6+Y5IiImRMRY8mZ+7/KjvWF5HVDGTwEOBzZXpS8g4LyI+EekqWQQ7bl2yvc8ebLqSedGxGPlxP0H8kb+qIiYHBHPkj+KtW3eHlBEHBMRU0tw52hgz5L1smyZbm9gG7L24FmyCV3tx3px8oe/6jVgiSZlvIsMGo4DJpEnom9Uxl8HHCBprfLjfUKZvtkya8ZQMrsi4tmIuDYippTP4kfAALJ5JGTtzx6VE8S+wI0RUfu83gTWlbR02X/1zTnPkfQa8DQZBNwuIl4v6/5tRIwvGXiXkzV+m5X53ihlXIfc/09ExKgWtq3p9rag1WMYmn/3dgcejIgLS5bevcA5VIKC7RjOjEDWFsCtEfECMBb4iLJfrOXKdJCBqzeAE8qF2GNkrWn9en4cES+W7L2g/c+tM9sPgKRvKrM6R44bN66DzTNra/UNB7Lxxht3PKGZmfWYUuG6MXnt36GIeJjM2tlT0rvXmspWC5crW2lMkXSTpHUaLGIJSZeUTPCXJB1bWcYQMhtooGY0/7qoSXFqWe2rVpaxmLL53eOlHKMknV0tK3nNBnBhZT2D1KBpobIrhiHKJmjTJT2iSsuBJoYAo8q8A1uYvpFtgL/XXfdeQ17vNQvebVX+XlUbUK7X7yzLbGY8mbHWULnn+TJwVURMryz/nQ6WW3Mt2RXK5zqasKxr5zLPBcB6ar8p6clkYkJH19cNRcQFZLCs1awuM+tAy4GsiHibvNE8Ul3rB+iFyv9TgJfqfpSmkIGYqmcq/48GFiIDOquV/8dKeq0EMJ4iM70G1M1TNY7sw6mRlcr4nlS/zW9HxLi6YbVtXg0YUNuesk23kMGAFZhxUjwjIkZVmg6uS9ZcUaapbxe+FDARQG07qN+zBAWHk5lLS5KZSSeS/YXVmnj9lMwku5kMnAE8BrxMx1YhT1iUjK/flRP1ROB/ZZr+ABFxJxlk3KkE5vYmm9VRtnVb8qT6lKQHGpzk94+IpSJi+YjYIiLuKuudT9Jx5YJjQtmvH6ytl8xIuwW4GBgn6eJuNG97d3tb0Oox3NF3b1UyeFf1FJWLrnbcAgwuF16bk9mAkBlXm5fXExFR+5xWJWuYqn0BNFrP6Eq5m31uLW9/ZXnnRsTgiBjcv3//RpOYtatvMyfKFwAAIABJREFUv8VYZpme7sLOzMw6sAWZ8fJQRxNWDAMWAD4CUJr23UlWOn6LbM2wGDBc0iJ1855CXl/vRF5HHivpgDLufLJi+UVmNGM7vkk5atcj1UDPomSF7lFk0OZo8prpiso0m5e/J1TWU70nqDquLOtcsqXGXcClkpplB9Xmu5QMrDxdAnu7qHN9064L/Kc6oFREPlXGNZtvTMnwr3qs0XyS5pfUV9I2ZDbW2U2WvQVZkXpZx8WfWURMJPt8/WwLk29O9g98ORlofZP2s7L+B/wOOFzSAl0pG3lcb9iN+c2sotW0SwAi4gZJ95PZUTWTgD6SFqpEzlfqofINJH9MITOQppMBlGfIk+LSHUTo68fdCHxf0pIR8W7mkrId/rbAL3qo3F3xDBk4eH+jkZLGA1PJwFa92rCHyJP+NWWevmTG00MAMaPJZG2ZtaDgWeWHH+B8ST8DPgH8pXymh5dXbZ4DyWyydpUauA3JABHAScCKwMcj4gVl318Tadts8VwyE2sS8DbZ3JNS9hFk5/F9yBP9nyXdFxFP0dzu5El+K+DRiHhH0sjaeiNiMnkBcZSkFYDfkxdBX2Xm46fZ9vYDtiQvkqDj70WrxzClnI2+e5An1m3rhq3OjEBhe8u+lzyevkJmkf2jDL+VzMibzoxsrNp6BkpSJZhVXU9Nm/W197nRye03665XX5zAcws8x8ort1eXYWZms8CGwGOdPNePKX9rFYsHk4GrD0V25YCku8jKs6/TNjDySETU+gq9SdJyZEXgryNijKQXgOklg30mlVYOA8nMsH+S3ZMA2RSOSlZNmX4UcKekAaXFxd/L6Keq61Hdc3tKgO4gMtv9hEqZVyEzrtoN5vw/e/cdb0V57X/88xU0qCBYEBUUxJJovCZGgt3YoyZYY9RoFL22xFhiouZnRU30xq5J7o2916iJomLEQqIxYrBgx4JgpYh0C6Lr98fzbBmGfTqHzTl836/XfnH2zDwza2bvwzln7fWsiYjR+bxOJVUfHURq5zBd0g3AlRHxUl3js2VJMzfKJud1LR6Xf7cuJvF+GxF/qGff+wATmPMBa3OMBPo3Yrt9SefxQETMkjQU2EfSSaUPbiv+h3SdD6COFicNeJf0t/dypBkQZtYCzZlbfTypj1KlJGIU6Y/2Q3L1y+akT0Hmh3MkLZN/CA0iza//knRnveeASyoVKpK6S6qvSR+kRNUE0p381s3lvOuQEj8TmNOPqhbuBRaXdJKkLkp6StodUhN10hSzYyStqtQv6SzSpw6VXlCXA4dL2iB/QvVb8g/XageM1AfrNeDnSqXSHSUdTKoSewHSDyDlu5BIWhW4Fvg3qTnkPJTuYrItqdx4JHMSWcuQPiGbnBNsv68y/HrSD57TgWtyJRKSekjaMycgv2DOD88v6rqYBcsAs0nVdovl8/uqZ5ikAZLWyYmWGaSKoEqT9nGkhuV1TqPM12xjUtXadODCvKqh74vmvIfL33uQfsnZUNIBOZb+pB5hlR+wE0nJpbl6HeTpro+Rpnj+o/AL5jBSQ83vMXci6z6gE+mXpiWUyvlPpJ4f5A28bs39HjZrlndefI9nnnmm1mGYmS1qVqJxVfxF5d6s25GqWabl33U6kn7nehroV9r2r6Xnd5E+SKzatqBkeVJVzufAG6SbFu1RnOIG6S7ikp5VujnU58z5PbvBm0OVrEeq8PpLafltwNr575965bYZ90fEXqTzPItUafSipGsaEUO1hI3qWN6ccR+S2qhsDZwBHC/pxGo7zNVku5NuQtWY3/Hr8iHpfVen/HfU7sBfcxUapN+p+5A+zJ9H/vD8VuA3qv+O8HUethljzKwOTU5k5X5Wt5J7JOU+RAeR5pxPJfXxua7OHTRepSLnBVJSYDS5sXT+o3s3UvxPS5pOmne8VQOxTyP9kf4CaarcTNIPxpeAzQpVSQtcnoa1Lam/06uka/kwczdVP470w3IkaRpeb2BA5T/7SE0aLyBdt0nkhvIN/DDYjVSVNTaPORLYK3/SA+kH/1BJH5OSD2PyPos/qDooTVecRvrU5bekyqbvFX74n04qFZ5E6lH1BKVEVKTml3eQEk3FBMliOa4x+bX+E3BgRIyp57wqriO9N94gXbN1SQmcijVIfcCm5XP7hHSHEUifBg0l9SCYIul7hXGjciwfkprYPwZsmJODDX5fNOc9XP7ey8veIlVk/YJ0bW8ATouI2/P6T0hl77fkczi5sMuHSD/oHyns70NSFWRn0jTDyvKppKq27UifIv2dlHi8kLrV+bo193vYzMzM2pROpCrvpqiUzlaqVlYg3VXv89Jja+ZtcTChjucrN+K4U0lJl41JHwouAdysQlP1/AHz9aQPdffK21bu5N2YRuBFlZjK1TmV5/VVRVXTmdQqpAvpd+yG/q6ZTGpBUtaN6hVXTR6X+7eOiIhhETEIOBsYpHQjp7Kd8j6aNa2w4DMafi0qx7pfUrc8O2dYHlvftM6zSX877N2MuHqS3rcfNWOsmZWoeuWkWW0oNeLcNCJ2aGhbW3T169cvRowYUesw5nHZmPNqHYLV4fmHXmbHHnswYMCAWodiZgshSU9HRLm6x1pI0q3AShGxVWn5MODDiJhnFkducfFLYPmImJ5bEoyjej+r6RExKs8eeAv4eUT8X2FfOwH3A70j4m1J5wM/iog+pWMOAn4RESsUlv2UlLTaJyJuy8tuBvpGxMaF7b5HSoIMiIh788yD6cBBEXFtYbtKjJXttgT+Aawb6SY6le0OJM2AWLHUW3ceeQbGHqQPT7chfSh7DXB1zLlhUl1jrwfWiohNCsuWICX0TqhrCmCe3XA50DW36KgsfxiYEhF71nPMH5I+QF4rIt4orbuFdGOAPnVM7atsNwJ4MSIG1rH+T8CWEfFf9ezjNvKd46sYD/SMiC8kbUX6YPe/IuLFPPZOUr+2y4BLI+KrSitJARwVEX+scszhwJfF621mzdfS27aazTdKTdYPpbZTPM3MzMxs/hhFqvxvFKW7xh0J3Jir2yHNUPgmqf/ViNJjVGkXu5ee70GaLVDpuzWLxldO3UiatVGcCrck81aY7Vd6Xpmq1tBxXiS13dirtPzHpL65dSaxJK0v6c+kc7uKVJX/fWCNiDiroSRWNgT4rua+6+EupJvxPFDPuAfzv19da0mrAFvkfdZnM9L1e7+4MFdoDQBurS+J1Uh9mNN2ZR450fhDUuXX1qXHcaTebFvXs//fkt6P5fdanXLyrz/wfw1ta2aN06Rm72atRdKFpDLuGyLivoa2NzMzM7OF3r+A0yR1r5KYWS73GV2M1J9qa9IHmq+R24lkFwL7A49I+gOpVUQPUj/PxyOiOBXtm5IuA+4EtiTdROiYQi/QV4EekgaSEkkf1tWqIiJC0tmkuwhuGxEPk1pO/Cm3ahhOau+wbWncLElvAT+W9CKp/+rzVfb/kaSLgVMkzSa18Ngj77OhuxYeR2qkP4j0u3Nj75pddAfphkd3KTWN7wpcBNwcEa9XNsqVVkTEtvnfdyVdBVwsSaR+rINIbUpuLIz7D6mtxijSXSi3J7XCuCC3VCnahdTQv+q0QkndSa83pCmXvSX9KMdzR2nzflTvxVuxK6k32SURMbx0nH/la7Ivc/eK/UpEPCtpCGl6YjV98vt6cVKLll1JycmrI+L6euIysyZwIssWChFxHHP/0mJmNt+s2X91tlhti1qHYWa2qBlG6gm0I6mPZ9HWpF5Ts0m9lV4g9Sm9sthgPSI+zImB35ESLd1IlUiPM2+C6ARStc2dpATSWaS7D1bcno97LunmOdcBA+uJ/zZSkuYEUmXYZaS7Nh9DqrgaCvyEdDfooiOA80nJkK9Rd1Xaafn8f0ZKzr0B7B8Rt9YTE8CJEdGiO99FxOeSdiRdn9tJlVK3km4uVFStsfnRpF7DF5KSQv8A9s03p6p4Lm/Xi1R59jppCuRNVfa3DzAqIp6rI9xvMndT/L7M6atanNq3Ael1vauO/UBKUr1eTmLBV9fkdmBfST+vZx+/pe5E1q/y4zNSku8/wK4RMbie/ZlZE7lHlpm1Oe6RZc1xeJ/y7+ZmZol7ZLUeSZcAa0bED2odi7Vvks4BvhsR29U6FjNrXU5kmVmbs7AmsmzhNXbsWAB69+7dwJZmtihyIqv1SOpFml62QUTU2bvIrCUkLU2a3vijiBhW43DMrJV5aqGZmbV7zz+fZp84kWVmtmDlnkr/DaxMPU24zVpoNeBMJ7HMFg1OZJmZmZmZWatpRM8nsxaJiFeAV2odh5ktGIvVOgAzMzMzMzMzM7PGcCLLzMzMzMzMzMzaBE8tNDOzRcID4+/i/TGv1jqMNs93fzQzMzOzWnIiy8zM2r2tt96a0WNH1joMMzMzMzNrIU8tNDOzdq9z5850WvprtQ7DzMzMzMxayIksMzNr9958800mjp1U6zDMzMzMzKyFnMgyM7N27+WXX+aD18fXOgwzMzMzM2shJ7Ks3ZC0laTZNY5hR0lvSJou6bhaxtJSknpJCkl9ah2LmZmZmZmZGTiRZa1E0rCcBNmytPwNSQNrFFazSVpW0qWS3pH0Sf73UknLlja9FLgwIrpExIWSBkmaLWmGpGmSPpB0v6Q9a3EetSSpT35P9Kp1LGZmZmZmZtY2OZFlrWkScL4k1TqQ5pK0uKTOwGPABsCOQGfg+/n5Y3l9RV/g+dJuhkVE54hYBlgX+AtwpaQLW/0EzMzMzMzMzNoRJ7KsNV0B9AL2La+oNg0wVy89VHgekn4haYSkmZKeyNPdfpkroiZJ+l2VfR8oaaykjyRdW0w0SVpe0lV5/ERJt0vqUVg/RtJpkh6VNBPYEzgWWAXYJSJeiogvIuJlYJe8/FhJq0iaAXQAHswVWGuXY4uIyRFxDXB0Hvf1wrEPlfSipKmSnpW0Q+naPCzponze70r6Tem815P0d0kfSnpb0jmSFs/rKtVQP5X0cp76+KCklQvjV5J0Tz7+a6SkXfnaNibGsyVNyI8zCsNH5n9H5etzqpLfSXo/xzRG0lHl45qZmZmZmZmBE1nWumYCpwFnS2rufe/3B3YDugOfAo8AywJrANsAv5a0aWH7DsAAYH1gHWBt4AKAXBn2NyCA9YDewHTg5tIxDwWOI1Ve3Q3sDNwXEZOLG+Xn9wE7RcT7EVFJmO2QK7Beq+e8bs9xbJ1jOww4Edgvn9/JwF2S1iyM2RIYD6wM7AocJ2nfPH5F4B/AXaTk2ibA9sD/Kx1377yfnsDSwJmFdTcBXwCr5W0GFgc2Ica3cwwDgJMkbZbXfSv/+/V8fc7KMR4IbBQRXYCNgH/VfdnMmmf77bdnnS3WqnUYZmaLnPyh1UhJB9Y6lvlN0sD8QWH5cURpuzFVthnXyGPsKukFSZ/mDyP3Lq3fS9IoSR3m57mZmS3MnMiy1nYNKVl0TDPHXxAR70bEx8AdwErAoIiYFREjSVU+3y2NOTEipkbEeFIi7UBJiwEb5seRef3HwAnANpq7b9MVEfFsJJ+Qkmjv1RHf+8CKTT2piPgM+BBYPi86GjgzIkZGxJcRcT/wKLBPYdgHwO/zuT8NXA4clNcdAIyMiMvy+veAc/LyojMi4sOImEZK4PUDkNSTnBjM12YccEZpbGNifC0i/hwRsyNiOPBc5Rh1mAV0Ar4pqVNEjI+IZ6ptKOmwXJ03YuLEifXs0mxenTp1YvGvLV7rMMzMFkU/Jn0AVv7gsD3ZhvQhYuVxV5Vtbi5ts3NDO5W0OXAn6fetnUgfoN5SrIjP6wX8tAXxm5m1KR1rHYC1bxHxhaQTSD90r2rGLj4ofP0xMCEiviwt61IaM7bw9Rjga8AKwOr56/Gau23Xp6QqpHcLY4omkiqYqlklr2+SXKG2AqmPGDm2P0m6tLBZx0JMAGMjIgrPxwB7FMZvJmlK8TCkCrWi4vWcyZxrV0nkFa/dW6WxjYnxg7mHzHWMeUTEMEknAacAt0v6N3ByRIyosu3lpOQd/fr1i/J6s/q89tprjH93Ij36dq91KGZmi5qjgRsi4vNaB1IkqW9EjJ5Pu/tPRMxoYJsPIuLJJu73VOCfEXF0fv6opG+SPqh9ECAivpR0PXAUcG0T929m1ia5IstaXUQMAZ4i/dCtmAF0KE05XGU+HbJ34es+QKX6aSwpsbJcRHQrPJaMiCcKY4qJMoAHgJ0ldS0ulNSN9GnakGbEuBcp0fRofj4WOLgUV+eI+FnxvDR3Bq4Pc5JIY4GHSuO7FqY7NqRScVa8dquXtmlMjPUpX1cgJagiYnNStd1Iqn+KadYio0aNYvxoV/KZmS1Iuf3ApqSq+uLyAyQ9rtTPdHLuTTpPBbdSr9R3lHql/k3Stnla3laFbRaT9BulO2N/Jum1Rk5jvFrSK5J+nVs0LFTy78hbk9pRFN0KbFL6vfRO4DuS1ltQ8ZmZ1ZITWbagHA8cRpqmBzCKlMw6JP8Csjnwo/l0rHMkLZN/KRlE+hTwS2AEaarbJZKWB5DUXdI+de8KgIuBCcA9ktaV1EHSOqR+WxOASxobmKRu+ZerS4E/RMSovOoiYJCkb+deEktK2lzSNwrDVwaOV7qT4gakXl7X5XXXA/0kHSypU76mfSXN07C9moh4FxgGnJuvXQ/Sp4BFjYmxPhNJyayvGhVJ+m7ex9dICcfpwOw6xpuZmVnbsi3pQ8SRpeV9SL+77AX8hPTB3D8l9a1sIGl34A/APcDupLtCV6vu/wOpsvty4AfAX0lJqh82ENtRwEOkfqLvSrpT0k65HUVTvSlpdu5VdXgd2xwsaZbSDXPukNS7ju0q1gAWB14tLX+F9DfcVzcViohXgMmk621m1u45kWULRO5ndSuwTH4+ndTf6VfAVFIPrevq3EHjfUHqH/ACKVk2mtS4nZzM2o30vn9a0nRgOLBVA7FPAzbL+3yQ9AvZUOAlYLO8vj5bKd2lbxrpl5F9gZ9FxFd9wyLiCuBcUk+xyaSG6aeSfoGpeIyUzBoH3EtKoN2cx48jfWq3G2nK4WTSL3J9abyfkKZevpOPdX1xZSNjrFPuN3YqaZrpFEknk6YdXkqqmJsE7MDcPbfMzMys7doQeKXUFoKIODNXZD8M/J30O+HbpJv8VJwE3B8RR0bEgxFxGnB/cT+54utnpP6n50bEQxFxIukGNqfXF1hEvBARR5FmBOxPugnOvcBYSWdKKlemV/MB6Xebn5JucjMc+LOkX5a2uxs4kpRoOp7UI+uxcrV/ybL53yml5ZNL6yueB/o3ImYzszZPc7fcMbOFkaRBwOYRsV2tY1kY9OvXL0aMmKeNllmdBg8ezAPj72L97datdSht3uF9jq91CGbznaSnI6K+m5NYM0i6B1g8InYqLV8HOJs07bA4re+miNg/34HvU+AXEXFZYdyOpJYOW+c+m4cDfwKWI/VNrdgPuBLoFBFfNCHeXqS7KR9E+jDwrIioNyFWZR+3AdsB3csJvMI265FmCfw6Ii6uY5vNgMeBb+cPhCvL1wJeI90le2hh+R3AshHhqiwza/fc7N3MzMzMzFpDJ+ZOMCGpC6nCfTypan4sKWl1Zd4eUiuKjsx7Q53y8xVIN7aZWsfxV2bum9I0ZBmgG9CZdGflhhq4V3MH6U6NfUgzA+YRES9KGgV8p579VCqvupWWV56XK7U+Y871MzNr15zIMjOzdm+nnXbinTEv1ToMM7NFzUekm7kUbUK6W/L2EfFV/6fSNLuJpJ6Z5VvNlp9/lLfbjOo3lZnQUID5uPuQqrA2IrWO+D1wfURMqm9sAxoz7aW+bd4EPge+AfyjsPwbpHN9rbR9N9L1MDNr99wjy6wNiIhBnlZo1nwdO3akQ8cOtQ7DzGxRM4p574K8ZP73s8oCSZuSKpgAyNMBnwN2LY3dpfT8EVJFVteIGFHlMauuwPLNZm4i9bk6H3gR2CQi1ouIi1qQxNqTOXfLruvY6wFfB56ua5uI+Ix0d+u9Sqv2Bv4dEeUqtD7Mm9wyM2uXXJFlZmbt3ssvv8z7741nlbV61DoUM7NFyb+A0yR1j4jKtMAnSVP2rpB0Lqk6axDwXmns2cBdkv5IunPhZqS7EkKuvoqIUZL+DNya9zWCNL3um8DaEXFIPbGdRUqqHQ3cGhFNnkYo6U7gKVKj9Q6kJNPewNGV/liSfkBqJn8v8D6pouoUUnP7awv7OgC4GlgjIipJsLOAYZIuJt0te+f8mOuu1JKWzvst33HazKxdciLLzMzavTfffJN+fI8BfQbUOhQzs0XJMNJ0tx2BGwAiYrykvUhVUHcDrwNHACcUB0bEXyUdDZwIHJz39WvgdqB4x+gjSZVIhwJn5nUvA1c1ENs+ETG++acGpIqzg4FVAeXjHhARNxS2eYfU0P5i0vS/ScADwEmlO18vRkqGqbIgIh6X9CPgt6S7M74F/CQiHizFsQOpF9nfW3g+ZmZtgu9aaGZtju9aaE01ePBgAAYMcCLLzObluxa2HkmXAGtGxA8a3LjhfZ0CnAwsFxGftDi4dkLSLcDMBirQzMzaDVdkmZmZmZlZazkPGCVp7YhodA8nSd2B/0fqE/UxsAWpOusqJ7HmkLQqqZfY+rWOxcxsQXEiy8zMzMzMWkVEvCvpv4GVaVoz8lmkvk8HAF1JTdkvwX2gynoBR0TEG7UOxMxsQXEiy8zMzMzMWk1E3NqMMVNJjc2tHhHxb+DftY7DzGxBciLLzMzavQEDBnDZmPO4bMyrtQ6lpg7vc3ytQzAzMzMza5HFah2AmZmZmZmZmZlZYziRZWZm7d7zzz/Pu698UOswzMzMzMyshZzIMjOzdm/s2LF89N7kWodhZmZmZmYt5ESWmZmZmZmZmZm1CU5ktSOStpI0u9ZxNIekgZJ82+CFnKSTJA2udRxmZmZmZma2aHIiq5VIGiYpJG1ZWv6GpIE1CqtZcpLpS0kz8uMdSZdK6tSKx7xW0ueFY1YeP2zE2GGSTmnG8a5s4piFNnEoqZOks/L77RNJ4/M5rtqIsXVei4g4OyIGzP+IzczMzMzMzBrmRFbrmgScL0m1DqS5JC2evxwdEZ0jojOwI/Bj4DetfPjrKscsPO5t5WO2eZI6APcBewD7AV2AjYFlgOGSetY1TpL/T7B2qWPHjizW0W9vMzMzM7O2zr/Vt64rgF7AvuUV1ap5JA2S9FDheUj6haQRkmZKekJSL0m/zFVRkyT9rsq+D5Q0VtJHubqmc2Hd8pKuyuMnSrpdUo/C+jGSTpP0qKSZwJ7l/UfES8BjQL/ScXeT9LSkKZJekbRfYV0vSQ/kY06V9JikDRt5HechaTtJz0qaJunDynWT9EdgC+DUXME1Ki/fVtJwSZNzDLdKWjGvO4GU8DmwUPnVoaFzakSM38vHnCrpVUmHF9YtJekuSePyOTwjafvC+oG5mupoSe/muC8rxLWEpMslTcjjX5P0ozx833wNdo2I4RExOyLeAvYGZgBn5H30ye+x/5b0MvAxsGID51R+j45Rmm74cL5uL0ratDTm0Lx8an7Ndiis20DS43ndR/k9vmxjr7FZY+20006st9U3ah2GmZmZmZm1kBNZrWsmcBpwtqSvNXMf+wO7Ad2BT4FHgGWBNYBtgF+XEgcdgAHA+sA6wNrABQC5MuxvQADrAb2B6cDNpWMeChwHdAbuLgck6VvA94BRhWXbA1cBxwLLAQcCf9ScqZWLAf+bj7kS8AxwV6Hiq6muBy4FugI9gd8BRMQvSEm2s3IF19fz9p8BvyBdx/8CVgEuyWPOBW5i7gqwLxpxTnWStDrwAPBnYHlgIHCOpL0K1+MuYK28/hbgTkndC7vpDfQgvdbfBfYC9snrBuZl60TEMsC2wMt53c7A8IiYq+dYRHwO3AbsVAr3J6T3UhdgYkPnVsXBwNGk12IocF1lhaTDgBNJicJlgZNJr/uaeZM/AQ+Srm8P0vtuVjNiMDMzMzMzs0WAE1mt7xpSsuiYZo6/ICLejYiPgTtISaBBETErIkYCI0kJjaITI2JqRIwnJdIOzFPGNsyPI/P6j4ETgG0k9SqMvyIino3kk7xs9VyV9AnwHPA4cHphzDHAJRHxWER8GRFPATcCBwBExNsRcU9EfJz3eQqwGimRU5ef5mMWH6vldbNICZ4eEfFZRDxa30WMiMcj4j+5OmkccC4p+VOfes+pAfsCz0TENfmYTwKXAYfkeGZExI0RMT0iPo+I8/I5FV/LT4DT8vm9ATzMnCq4WaRE47qSOkbEOxFRSWR1B96rI673mbfq6oyIGJffU1804tzKLouIl/LYK4E1JXXN644GzoyIkfka3g88ypyE3CzS+2DVfB2ejIiZ1Q4i6TCl6sQREyc2J99mi7JnnnmGt198t9ZhmJmZmZlZCzmR1cryH/cnACdJWr4Zu/ig8PXHwISI+LK0rEtpzNjC12OArwErAKvnr8dXEkPAm6RKr9VKY8reiohupOTJgaSeS8UpYKsDJxaTTqSqoVUAJK0g6XpJb0uaBryTxxUrkMpuiIhupcfbed2upCTYC5JelnRsPftB0oaS/l6ZykeqgKrv2A2eUwNWBUaXlr2ZlyNpSUl/kDQ6Tw2cQrqexZgmlBJLM5nzWt9IShpdBEzK0xQrVU4TSVVq1azCvFVXYxpxPvUpvkcrSahKnKsDfypdw60L8R1E+n/ocUlvKTWo71jtIBFxeUT0i4h+3bs39NKZze29995jyrhptQ7DzMzMzMxayImsBSAihgBPkaqjKmYAHUpTDhuTIGmM3oWv+5Cm1X1ISnDNBJYrJYeWjIgnCmOKibK5RMQXEXE9aQrZpYVVY0mVYsX9domInfP6c4CVgY3yVLjK3fOa1Qg/V/jsTaouOpw0bW+beuK/lTSdce18/HLfsmpjGjqn+rxDSuIU9WVOAu840vTMbYGuOUk4mUZej1zl9fuI6Ed6vT8Grs6rHwA2ktS3OCYniH4MDCntrs7Xez4YCxxcuoadI+Jn+TwBvz6/AAAgAElEQVTeioiDI6IXsAupYq0xFW9mZmZmZma2CHIia8E5HjiMORU3o0jJrEMkLSZpc+BHdQ1uonMkLZObmQ8iVTZ9CYwgTQu8pFIdJqm7pH3q3lWdzgB+IGnj/Pxi4FhJWyjd/W6JXAVVmQq3DCnZMlmp+fzvm3tyed8HSlohIoKUAPoSqDTPHwesWRq2DDAVmJ6nJ5bvuDgO6Ku579rX0DlV4ulUenQkVXxtKOkASR0l9Scl3K4qxPMZ6c6WS0g6DejWhGuwTY5lcdIUxJmF878Z+Ddwt6T+OfY+OaaupPdEQzpUOa/mJB0vAgZJ+raSJSVtLukb+TwOlFRJ4E7J5zC7rp2ZmZmZmZnZos2JrAUk97O6lZTAICKmk6ZV/YqUYDmGQpPsFvgCuA94gZQsG02q/iEns3Yjve5PS5oODAe2aupBImI0qeH6Ofn5g6RE3Xmk6q8PSEmMyh0TTydVT00CngeeyLHWp3gXwcrj53nd3sCrkmYA9wCnR8Q/87qLgH55KttLedlhpGqf6aQm638pHetKYGnSNL0pkjo04pwgNdf/pPT4Y75L4M6kBvOTgBtI/a5uz+MuJCVu3idNOfyYpk3x65H3OTnH1ZuUKCMiZgM75utyKynJ9VSOrX9EvFNthyUDq5zXRk2IjxzLFaR+ZNfkWN8GTgUqTf63Ib0XZ5CSbzeTGu+bmZmZmZmZzUOpoMXMrO3o169fjBgxotZhWBsydOhQ7h13O+tusXatQ6mpw/scX+sQzBZKkp7O0/XNzMxsIVe1qbKZmVl7sv322zN6zHO1DsPMzMzMzFrIUwvNzMzMzMzMzKxNcCLLzMzavaeeeoq3nnu71mGYmZmZmVkLOZFlZmbt3vjx45n+4Yxah2FmZmZmZi3kHllmZrZI2LHHHgzoM6DWYZiZmZmZWQu4IsvMzMzMzMzMzNoEJ7LMzMzMzMzMzKxN8NRCMzNr95Zeeulah2BmZmZmZvOBE1lmZtbubbPNNrUOwczMzMzM5gMnsszM2rnLxpxX6xAWCof3Ob7WIZiZmZmZWQu5R5aZmbV7bz49hieeeKLWYZiZmZmZWQu5IsvMzNq9mZM/ZtISk2odhpmZmZmZtZArsszMzMzMzMzMrE1wIsvMzMzMzMzMzNoEJ7LMzMzMzMzMzKxNcCKrlUjaStLsGsewo6Q3JE2XdFwtY6klSftLGlN4PkTSCS3Y358l/XG+BFcjkmZL2qrWcZgtKEt26UTXrl1rHYaZmZmZmbXQIpHIkjRMUkjasrT8DUkDaxRWs0laVtKlkt6R9En+91JJy5Y2vRS4MCK6RMSFeWwvSddIGpfHviHpt5I61eA81pJ0o6QPJM2QNFrS1ZLWas3jRsROEXFuIY6QtHkptmGSTqlj/BER8YvWjLFM0ik5zgNaYd8DJb0xv/drtjBZa6O+bLnllg1vaGZmZmZmC7VFIpGVTQLOl6RaB9JckhaX1Bl4DNgA2BHoDHw/P38sr6/oCzxfGN8TeAroBmwCdAH2A3YH7pPUYUGcR47lv4ARwOfAZjmWfsAzwA/qGLP4gopvYSJpMeC/gY+Aw2scjpmZmZmZmVnNLEqJrCuAXsC+5RXVpgFKGiTpocLzkPQLSSMkzZT0RK5u+mWuiJok6XdV9n2gpLGSPpJ0bTHRJGl5SVfl8RMl3S6pR2H9GEmnSXpU0kxgT+BYYBVgl4h4KSK+iIiXgV3y8mMlrSJpBtABeDBXO60NnAHMAPaKiLciYnZEDAd2A7aoXJtKhY6kE3O11ARJFxQTSZJWk3RHXv+BpMsldSldr59L+k+e2vikpG8ULs1FwNMRcVBEjI7ko4j4Y0RcnPdxraSbcgXZR6QKMyStJ+nvkj6U9Lakc0qx9c+v0wxJj5MSesXX5KtqK0kj8+LKdbqy/BpWeU2vLW7X0LlK6ijpJEmvSZoi6V+SNiys307Ss5Km5XN6qHTI75PeuwcAm0parxRPQ8fvIum6/B4cK+nAhs6xtP89JY2UNDX/u3thXS9JD+T371RJj5XObZCkhyWdnd9HEySdUVi/rKS/5O+fqZJelLRFU+Iza4zXh4/mn//8Z63DMDMzMzOzFlqUElkzgdOAsyV9rZn72J+U9OkOfAo8AiwLrAFsA/xa0qaF7TsAA4D1gXWAtYELACQJ+BsQwHpAb2A6cHPpmIcCx5Eqr+4Gdgbui4jJxY3y8/uAnSLi/YioJMx2iIjOEfFaHntbRMwujX0dGA7sVFjcG1iNlATaJJ/Hr3PsnfK5v5zXr0tKtFxSin0gKfm2AvAO8Ic8filgqyrnWs1ewAOka/4rSSsC/wDuIiXuNgG2B/5f3ndXYAhwB7Ac8Evg53XtPCK+lb+sXKdDGhFTNQOpcq7ZmcCupAq65YGrgb9rzlTQ60lJuq5AT6CcED0cGBIR9wEjgcOaePyLgbVIr9P6OZZGVd9J2gS4CfhNjv0k4BZJG+VNFgP+l/R+WYlUUXeX5q6e2xJ4m/R6DQBOkrRZXnc8sFQe3w3YA3i3MbGZNcUn0z9l6tSptQ7DzMzMzMxaaFFKZAFcQ0oWHdPM8RdExLsR8TEpUbISMCgiZkXESFKS4bulMSdGxNSIGE9KpB2oNFVsw/w4Mq//GDgB2EZSr8L4KyLi2Vyx9AkpofNeHfG9D6xYT/xNGfslcHxEfBIRbwLnAgfldT8EFBGn5fWTgVOB/TT39MTzIuLtiPgMuJY0dRBS8q9DPbEUPR4Rt+XKs49JVUkjI+KyfN3fA87JyyuxzQR+n9f/B7iqEcdpqarnmhOWR5Gu5eh8HlcBHzBnCuUsUjK0R0R8FhGPVnYqaZW83dV50dXATyUt2cjjL0aaPnpqRIyLiKnAiU04r4OAOyNiSK7guw/4K3AwQD7mPRHxcX5/nkJKgBb7nL0WEX8uVAA+x5z3wixSguzrpPfUaxHxVrVAJB2WK+1GTJw4sQmnYGZmZmZmZu3FIpXIiogvSMmikyQt34xdfFD4+mNgQkR8WVrWZe4hjC18PQb4GqlqZvX89fg83WwK8Cap0mu10piiiaSqnWpWyevr0pSxE3LiqBhHJcG2OrBaJe4c+8Ok6rKVCmOK12smc67NZOCLemIpGlN6vjqwWenYVxeO2wsYGxFRGFM1MTKf1XWuK5Cq6QaXYu7LnOu5Kynx84KklyUdW9hXpTfWvfn5jcCSwN6NPH530vtsTGF9U67HqsDo0rI383IkrSDp+jzFcxqpGqxy3GqxleM7j/TeuQ6YmKdA9qCKiLg8IvpFRL/u3btX28TMzMzMzMzauUUqkQUQEUNIDc9PKyyeAXQoTTlcZT4dsnfh6z7AZ8CHpATXTGC5iOhWeCwZEU8UxhQTZZCm2e2cp9B9RVI30tTBIfXE8gDwY0kdS2PXADYqjV0xTwEsxl6Z8jWWVGXTrfTolCuk6pUTZMOo0q+sivL5jwUeKh23a2Eq5XtA71wJVbF6QyE1Io7m+pD0Om9XinnpiPgfgIgYGRF7kyriDgfOkbRNrqY6hDTl7l1J40jTOTtQfXphNRNJVU99Cssauh5F71TZvi9zElbnACsDG0XEMuQEF9ComypExMyIODki1gO+SUpunteE+MzMzMzMzGwRssglsrLjSYmASlnHKFIy6xBJi0naHPjRfDrWOZKWyb2dBgE35CquEaQpVpdUqsMkdZe0TwP7uxiYANwjaV1JHSStQ+q3NYF5+1QVnU7qw3SrpD557Hfz2H8DtxS2XQz4H0lLSupL6o91XV53L7B4bmDeRUnPYhPwRjgO6CfpSkmr5310k3SEpPqmfl6fxx0sqVN+vfpK2rEQW2fgeKW7PH6HPA2uHuOYeypcRcd8jK8eTTg/AHJl2CWkO2auBSCps6TvKzXlX0LphgAr5G0nk5J3s0k9tXoBmwLfLjx+AGyidOfHho7/JakX2RmSekhahpR8KlP5XPM00WuBPXO8HSTtROpjdU0etwypEnGy0o0Mft+U6yNpgKR18rFmkCoSZzcwzKzJll52KZZfvjmFuGZmZmZmtjBZJBNZuZ/VraQ/womI6aReQL8CppJ6aF1X5w4a7wtSA/YXSMmy0aQETiXBsBvpNXha0nRSw/WtGoh9GrBZ3ueDpGqfocBLwGZ5fV1j3wH6kxIPw/PY24DBwI6lJvBjSdVNb+VtHyD1yapUVG1Lah7+KumaPUxKsjRKRDxP6ie2JCmJNh14ltQ76b56xo0DtiZduzGkxM9fyXcmjIgppETP3nndpcD/NRDOycCZkiZLuqyw/HTgk+JD0krVdtCA00mN+u/O0+9eB45gzvff3sCrSneavAc4PSL+SarO+ltEPJ37W1UeD5Ku2eGNPP4xpNfxVdL7ZjDpvVnUt3yupL5eTwAHAueTrue5wP4R8WTh3FYEJgHPA09U2Xd91sjxTCO9np+QGsubzVdrbNiHTTfdtOENzczMzMxsoaa5WwmZgaSBwCkRsWatYzGrpl+/fjFixIhah9FmXDbGszUBDu9zfK1DMLOFlKSnI6Jfw1uamZlZrS2SFVlmZrZoefWJN3jkkUdqHYaZmZmZmbWQE1lmZtbuzfp4FjNnzqx1GGZmZmZm1kJOZNk8IuJaTys0MzMzMzMzs4WNE1lmZmZmZmZmZtYmdKx1AGZm1rrc5BwG9xhc6xDMzMzMzGw+cCLLzMzavR49etQ6BDMzMzMzmw+cyDIzs3avf//+tQ7BzMzMzMzmA/fIMjMzMzMzMzOzNsGJLDMza/eGDh3K0KFDax2GmZmZmZm1kKcWmplZm3fZmPPqXf/82JfZscceCygaMzMzMzNrLa7IMjMzMzMzMzOzNsGJLDMzMzMzMzMzaxOcyDIzMzMzMzMzszbBPbLMzKzd67bSMvRcpWetwzAzMzMzsxZyIsvMzNq91dbrxXf6fKfWYZiZmZmZWQt5aqGZmZmZmZmZmbUJTmSZmVm79+KwVxkyZEitwzAzMzMzsxZyIsvMWkTSMZJelTRd0tuSzpHUIa9bW9I/JE2TNDJvG4WxHSWdJOk1SVMk/UvShrU7G2uvvpz9JbNnz651GGZmZmZm1kJOZJlZS70L7AQsA+wKHAwcIqkjMBgYCfQAdgcOLY09M4/ZEVgeuBr4u6RlF0zoZmZmZmZm1pY4kWVmLRIRd0bEW5E8C9wAbAtsDPQBToyITyJiNHBRZZwkAUcBx0fE6Ij4IiKuAj4AflA+jqTDJI2QNGLixIkL4MzMzMzMzMxsYeO7FppZi0jaFzgO6Ev6P2UJ4EmgJzAhIj4pbD628PUKQGdgcHG6IbA40Kt8nIi4HLgcoF+/flFeb2ZmZmZmZu2fE1lm1mySVgVuBPYAhkTELEnnA/2A94DukpYsJLNWKwz/EJgJbBcR/1mQcduiZ7mey9K7Z+9ah2FmZmZmZi3kqYVm1hKdSf+PTAQ+l7Qx8NO87kngbeAcSZ0krQ4cWxkYEQFcApwvaS0ASZ0lfV/SKgvyJKz967XOyqy//vq1DsPMzMzMzFrIiSwza7aIeAU4HbgbmAL8Brglr5sN7AJ8h5To+hupf9aswi4qY++WNA14HTgC/99kZmZmZmZmVXhqoZm1SEScSbr7YLV1rwJbVp5LOpxCn6yc7LowP8xazfMPvczgHoMZMGBArUMxMzMzM7MWcNWDmbUaSZtJWkPJ+sAJ5IotMzMzMzMzs6ZyRZaZtabVSImrFUjTC/8CnFPTiMzMzMzMzKzNciLLzFpNRNyCK7DMzMzMzMxsPvHUQjMzMzMzMzMzaxNckWVmZm3e4X2Or3f9y5u+vIAiMTMzMzOz1uRElpmZtXvrrrturUMwMzMzM7P5wFMLzcys3Zs9ezazZ8+udRhmZmZmZtZCTmSZmVm7N2TIEIYMGVLrMMzMzMzMrIWcyDIzMzMzMzMzszbBiSwzMzMzMzMzM2sTnMgyMzMzMzMzM7M2wYksMzMzMzMzMzNrEzrWOgAzM7PW9vWvf73WIZiZmZmZ2XzgRJaZmbV7a6+9dq1DMDMzMzOz+cBTC1tA0hhJ+zdy2/0kjWztmBqjHIukayVdWXj+kqS9W+nYW0ia0hr7bsSx+0l6XtJ0SRfXIoaFkaTNJUUjtz1J0uDWjslsfvv000/59NNPax2GmZmZmZm1UJtOZEkaJukzSTMkTZX0nKS9ah1XNRFxU0R8a37tT9JWkmY3tLycpGpMLBHxzYi4bT7EOEjSQ6V9PxYR3Vq679JxOkk6S9Ibkj6RND6f96qlTc8GHoiILhFxbLX46op7UVLtPVMREWdHxIAFHZNZSw0dOpShQ4fWOgwzMzMzM2uhNp3Iys6KiM7A8sC1wM2S1qxtSLagSOoA3AfsAewHdAE2BpYBhkvqWdi8L/D8Ag9yAZG0eK1jMDMzMzMzM2tN7SGRBUBEzAauIPX9+jaApKUknS/pLUkfSXqgkuSS9ENJE4p//EvqnKu7tszPe0u6W9KHkt6RdLGkJasdX9IISceUlp0h6ZH89UBJbxTWDZN0gaQ781S3NyXtWlivPI3r3Rz7RZIeljSosddE0gmk5M6B+bxmSOpQjqXKuK+mTEr6a2HsDEmzJD2X131L0j/y9ZksaYikNfK6vYGTgK0KY/tWqRjrKOk0SaPzeT4sab3C+msl3SDpCklTJL0n6fBCuPsCWwC7RsTwiJgdEW8BewMzgDPyfqaQEllX5li2a8J1DEk/l/Sf/Fo9KekbhfX7SHolrxsv6drCuuUlXZXfPxMl3S6pR2F95/weHZ3HvyRp87xumKRTqsRSWT9I0iN5/Hjgnrx8NUl3SPogPy6X1KWwj7XyvqcrTTHt14RrMVe1Wn6vnJRftxmSXpS0aWnMoXn5VEnPStqhsG4DSY/ndR9JekLSso2Nx8zMzMzMzBYt7SaRJWkJ4Gf56Wv53yuBb5AqdFYChgP3KiWvhgCzgR8UdrMXMA54TFJHUqXPOKB33sdmwPl1hHA1cFAhHgEHANfUE/aBwIVAV+CPwHWSlsrrfgocAwwAegAfAFvWs695RMS5wE3AdRHROT++aOI+dq+MBdbKcVxbWQ0MAnoCfUiJoxvzuNtIU/mGFY49usohjiddp52BlYHHgKGSlils8yNgMLAccBTwR0m987qdgeERMVdiLiI+B24DdsrPuwFvA4fkWJo6dXAgsCewAvAO8AdIyVLgBuDIiOhCSpZdldcJ+Fu+TuuR3kfTgZsL+70K2AjYllRFthvpPddYW5Jek1WBPSV1Ah4BXs6xrAv0Ai7JMXUkXcuXgBVJ1/aIJhyvmoOBo0nv46HAdZUVkg4DTiQlVJcFTgbu0pyqyT8BD5Je2x7AccCsFsZjZmZmZmZm7VR7SGSdnKttPgF+S0pUPC9pBVK1zs8jYnxEzCJV56wMbJQTOjdQSD7lr6+JiAD6kxI3x0XEzIh4DzgFODgnKMpuAb4haYP8fGvSH+d31hP7bRHxr4j4EriclAhYK687ALgsIp7NSZnzgPebcmHmp1zRcz9wV0RcDBARz0fEoxHxWURMJV3fjSUt3YRdHwT8PiJejYjPgDOBL5g7wfhIRNwTEV9GxF3AFHLVHdAdeK+Ofb9PStbMD+dFxNs5xmuZu4rpc9Jrv1x+rzyWl2+YH0dGxNSI+Bg4AdhGUi9JKwI/Bo6IiLcieb2clGvA2xFxQUTMyvv/IaCIOC0iPomIycCpwH5K0zA3AlYHjs/rXwcuaPZVSS6LiJfy99SVwJqSuuZ1RwNnRsTI/PrdDzwK7JPXzwJWA1aNiM8j4smImFntIJIOU6p8HDFx4sQWhmxmZmZmZmZtUXtIZP0uV9usQEq0bJOXr57/fT5PSZsCfAQsTqpegVQttZOkFfOUuE2ZU02yKjCh9Ef1m0AnUvJkLjlh8DfmJMYOAm7NyYW6fFAYXzlOZQpYT2BsYX2QKoEqPgcWy8mJosXzuvkmV/HcAbwB/KqwfA1Jd+XpftOAf+VVKzRh96sCX1Vq5aTeGOa8RlC4TtlM5lyniaRrVc0qeX1dPiddr7Jq17AYw1fHz6/vzsCOwJuSnpb0k7zd6sDXgPGF9+CbwKek5E2fvN1rNN+Y0vPVgdUqx8vHfJhUFbYSqTprQul9+VYLjg/zXhuY8/qsDvypFM/WzHnNDiL9P/S40hTgs/L7bR4RcXlE9IuIft27z/MtaFavddddl3XXXbfWYZiZmZmZWQtV/YOxLYqIyZIOISUTdgX+nVetFRFVkxkR8aqkp4H9SdOeHoqId/Pqd4AVJS1V+KO/LykJ8WEdYVwD3CTpTFLz8W1bcErvkaaiAV9NUysmd8YAyjG9Xli+JoXEEPBlC2KouBxYmtSHqri/P5OqntaPiElKva1eyHE19tjvMCfpiKTFSAmed+oaUPIAqe9V3+LUxZwM+TFpCmldxgB9JSknCivK17BeETEMGJaTirsAd0oaTkpEzgSWK123SoyVarG1SFMBy2aQrntl+1WqbFPe71jgtYj4ZrVYJb3HvO/r1attO5+MBU6PiL9UW5n7mR2cY/sv0jTDt0hTdc3mmzXWWKPWIZiZmZmZ2XzQHiqyvhIRH5F6Tp1NSjbdDPyv8p3rJHWTtLukzoVh15D+kD6Auf94fopUgXSBUtP4VYCzSFMP60rQDCVNcbweGBsRT7bgdG4ADlNqqL44qXfQV4mMPNXxoRzfSkq+DfyaOT2sIPVb6psTRE2m1Fx+U2CXiPi0tHoZUqJmSp7KeWZp/ThSddAS9RziWuAESWvn7U4mJVjva2SIN5OSlndL6q/UzL4PaapnV1IPr7rcT6qYOk3S0pIWz0nQXUivYYMk9ZC0p6SueWrdlLzqC2AE8BxwiaTl8/bdJe0DEBETSJVu/yupT34N1yz0jxoB7JrHdAF+14iQ7gUWV2rA3iXvs6ek3fP6J0nJpf+RtGSuRPxllf10kNSp9Kg2pbYhFwGDJH07x7KkpM2Vm+VLOrCQoJtC6ls3u66dmTXXjBkzmDFjRq3DMDMzMzOzFmpXiazsElIfrAOAQ4FRpGqZ6aRqob1I06wqbiVVNXUG7q4szHdB/CFpKtbbpMTWcFKiqKqc4Lqe1GC8pRUl15MaYQ8Bxuc4ngQ+K2zzE1KyaDgwlZS8+T9SMq/iSlJVz6Q8tas8FbEhA0kVO29rzt0Hn8jrfkm6Y+A0UpP2e0tj/0KqrBqXj12t8ue8HPeD+Ty3AXaIiGmNCS6/TjuS7th3Kymx9hQpodg/Iuqs7MrTQbcj9UMbDUwg3Wlxr4gY3pjjk76HjgTG5PfYn4ADI2JMfj/slrd5Oq8fDmxVGH8wKdn1D1Ij+LtJUwAhJYFeJU1HfI5GJPdyldW2pCbvr5LeFw+Te4rl67UL8K18vneRKu7KBpKuYfGxUUPHrxLPFcC5pITxZNL30qnMmdK5DenazCAlJG8m3aDAbL569NFHefTRR2sdhpmZmZmZtZDmnlFlC6tcUfU2cEJE3NzQ9mbtWb9+/WLEiBG1DsPakMGDBwMwYMCAGkdiZgsjSU9HRL+GtzQzM7Naa48VWe2GpL3zlK6lSHcEXJr6ez6ZmZmZmZmZmbVbTmQt3I4iTbf7gDQFa+c8Hc7MzMzMzMzMbJHTbu5a2B5FxOa1jsHMzMzMzMzMbGHhRJaZmbV766+/fq1DMDMzMzOz+cCJLDMza/d69+5d6xDMzMzMzGw+cI8sMzNr96ZMmcKUKVNqHYaZmZmZmbWQE1lmZtbuPfbYYzz22GO1DsPMzMzMzFrIiSwzMzMzMzMzM2sTnMgyMzMzMzMzM7M2wYksMzMzMzMzMzNrE5zIMjMzMzMzMzOzNqFjrQMwMzNrbd/5zndqHYKZmZmZmc0HTmSZmVm717Nnz1qHYGZmZmZm84GnFpqZWbs3adIkJk2aVOswzMzMzMyshZzIMltISNpK0uwGthkjaf8FFZNZe/HEE0/wxBNP1DoMMzMzMzNrISeyzAokDZMUkn5cWr5RXj5mPh1noKQ35se+ankMMzMzMzMzswXJiSyzeb0CHFpadmhebmZmZmZmZmY14kSW2bzuAjaQ1BdAUhdgT+CaygaSlpJ0iaR3JH0o6W+SViusHybpAkl3Spou6U1Ju+Z1mwB/BvpKmpEfWxXG7p23nyrp9nz8eUgaLumXpWVnSnq4ju3rjKmwzR6SRuRjj5P0u8K6PSWNzOtGStq9sG6gpDck/VLSu3n/50taPh9vmqRXJW1eOt6hkl7M+3xW0g51vShmZmZmZmZmTmSZzetT4Cbgv/PzfYF/AB8UtrkI2Dg/egMfAoMldShscyBwIdAV+CNwnaSlIuLfwBHA6IjonB/D8pgOwA7At4C1gQ2Ao+uI87JCjEhaDBgIXFHPuVWNKY/fCbgOGAQsn48/JK/bJF+T3+R1JwG3SNqosO/eQDegL7A5cFQefx6wLClBWEwGHgacCOyX158M3CVpzXriNzMzMzMzs0WYE1lm1V0BHCSpI3AYheRQThgdAJwSEe9FxEzgWGAdoH9hH7dFxL8i4kvgclLyaK1GHPs3ETEjIsYDfwP61bHdrcCqkjbOz78PLAX8tZ591xfTUcCfI+LeiJgdEdMi4vG87iDgzogYktfdl49zcGHfnwBnRMSsiBgJjAT+ExFPRsQXwI3AmpK65u2PBs6MiJER8WVE3A88CuxTLXBJh+VqsRETJ06s5xTN5tW/f3/69+/f8IZmZmZmZrZQcyLLrIqIeBEYC5wK9AAe+P/t3XuQ3WV9x/H3RwKDuMQgJAFiSsgYVPyjtK43lJGoVGMHL6hVWxW8FGmrVjvWOhZvzWhbinWoBRVEBa/TKqixXooy1lalYWUUyo7EbEiIISShECChBYFv/zi/tMft7uZsziZnz9n3a+bM2fN7bt/fk19mM988z3PaihcChwIb2urvArYDS9vqbW0r3938OOE2wTYPVlV7lmb3ZG2q6l5ayaE3NJfeAFxeVfdN0f9UMS0D1k3Sbilt99sY41fvd3uTINvjXgk4PbIAAA7RSURBVH51Fdu948Y7Hrgwyc49L2AlsGSiAKrq4qoarqrhhQsXThKmNLHFixezePHiXochSZIkqUvzeh2ANItdDFxKa9XQg0n2XN8B3EcrETMGkGQIWARs7rDvh/ZepSMfB36Q5IPA6cBJXfS1kclXjG2mdb/tltP5/U5kE/DeqvrHLvqQOrJt2zYAk1mSJElSn3NFljS5L9A6r+qC9ovNqqPLgdVJjm3OmPoQ8DNgbYd93wYsSjK/mwCr6nrgRuBLwNqqGu2iuwuBc5KsSjIvyfwkT2/KPg28JMlzkxzUnKd1Bm1nXu2DDwPvS3JSWh6e5BlJHtdFn9KE1q5dy9q1nf71lCRJkjRbmciSJlFV/11V36mqOycofhswAlwL3AIcA7ygOQuqE1cDVwE3N9vqntlFqB+ndSj8VIe871Vz7tUbgA8CdwA3Ac9ryn5I66D484E7gfOAV1XVNV2Md0nTz6eaPm+htZXz4H2/C0mSJEnSIEtV9ToGSV1IciqtQ+GPbc7NGnjDw8M1MjLS6zDUR9asWQPA6aef3uNIJM1GSX5cVZN9uYokSZpFXJEl9bEkhwJvBy6ZK0ksSZIkSdLcZSJL6lNJzqC1BXAB8IEehyNJkiRJ0n7ntxZKfaqqrgAO63UcUj84+eSTex2CJEmSpBlgIkuSNPCOPPLIXocgSZIkaQa4tVCSNPC2bNnCli1beh2GJEmSpC65IkuSNPCuu+46AJYsWdLjSCRJkiR1wxVZkiRJkiRJ6gsmsiRJkiRJktQXTGRJkiRJkiSpL5jIkiRJkiRJUl/wsHdJ0sA75ZRTeh2CJEmSpBlgIkuSNPAWLFjQ6xAkSZIkzQC3FkqSBt6mTZvYtGlTr8OQJEmS1CVXZEmSBt71118PwHHHHdfjSCRJkiR1wxVZkiRJkiRJ6gsmsqQBluR7Sc7tdRx7JNmV5Gm9jkOSJEmS1J9MZEmzVJOEui/JPUnuSrIhyWeSPHEGxzgryfpx15YlqSS7m8TT9iRXJjl+Gv2emuSB8deraqiqfjQTsUuSJEmS5h4TWdLstrqqDq+qRwIrgU3ANUlefADGfmxVDQFPABYAnzoAY0qSJEmSNCkTWVKfqKpNVXUucDnwkbQcluT8JDcnuSPJt5I8ZlzTo5J8vVlddWOSVQDNFr+PAcubsl1JTp1g3B3Al4DhPdeaca9IcluSu5Ncl+S0puxY4JvAQW39ntmUVZJntPXzkiQ/bVac/fQAJeg0B61cuZKVK1f2OgxJkiRJXTKRJfWfLwJLgMcCnwAeBzwVOBr4d+DrSQ5uq/964AJaq6o+CFyZZFmzxe8cYEOz5W+oqr43frAkRwMvB25qu/ww4ApgBXAk8AXgy0kWVtWtwCrgwbZ+L5ug36cBnwPe2fTxLuALSZ4y0U0nOTvJSJKRHTt2dDRR0h5DQ0MMDQ31OgxJkiRJXTKRJfWfXzTvi4FXAn9YVduq6n7g/cAxQHsy6CtVdVVVPVBVnwNGgN/tYJwbk9wDbAWOaG9TVbuq6rNVdU9V/bKq/ga4H3jSNO7jtcCXq+qbTWz/BFwJvG6iylV1cVUNV9XwwoULpzGMBGNjY4yNjfU6DEmSJEldMpEl9Z9HN+8PNe/XJ9mZZCdwB3AwsLSt/sZx7Te29TGVJ1TV4bSSU48Clu8pSPLwJB9pDqC/uxn7CGA6GaalwIZx18bGxS7NiNHRUUZHR3sdhiRJkqQuzet1AJKm7eXAFmBd83lFc47VZJZN8Pkbzc8PsRdVNZLkXOCSJCdU1b3AnwDPBJ4NbKyqSnI7kE77BTYD478JcXlzXZIkSZKk/8cVWVKfSLI0yfuBs4A/rqptwOeBi5IsaeosSPLiJO2HAb0oybOTHJTklbRWWH2xKbsNWJRk/l6GvxzYDbyl+TwfuA/4T+CQJO+hdQbXHrfROux9fKKq3aeBlyR5bhPbKuAM/HZESZIkSdIkTGRJs9u7k9yT5G7g+8BjgJOr6stN+e/TOoT9e815VjcALwOqrY9Laa2gugt4D3BGVe3Z0nc1cBVwc7M98ZkTBVFVDwKrgT9LcgTwt8BO4FZa2wHvpW0LY1WtAy4C1jb9vnqCPn8InAmcD9wJnAe8qqqumcb8SJIkSZLmkFTV3mtJ0iwyPDxcIyMjvQ5DfWTNmjUAnH766T2ORNJslOTHVTXc6zgkSdLeeUaWJGngnXbaab0OQZIkSdIMMJElSRp4hx56aK9DkCRJkjQDPCNLkjTw1q1bx7p16/ZeUZIkSdKs5oosSdLAu+mmmwA44YQTehyJJEmSpG64IkuSJEmSJEl9wUSWJEmSJEmS+oKJLEmSJEmSJPUFE1mSJEmSJEnqCx72LkkaeKtWrep1CJIkSZJmgIksSdLAmzfPX3eSJEnSIHBroSRp4I2OjjI6OtrrMCRJkiR1yUSWJGngjY2NMTY21uswJEmSJHXJRJYkSZIkSZL6goksSZIkSZIk9QUTWZIkSZIkSeoLJrIkSZIkSZLUF1JVvY5BkqYlyQ5gU6/j6LGjgNt7HUSfcc6mzzmbPuds+mbDnB1XVQt7HIMkSeqAiSxJ6kNJRqpquNdx9BPnbPqcs+lzzqbPOZMkSdPh1kJJkiRJkiT1BRNZkiRJkiRJ6gsmsiSpP13c6wD6kHM2fc7Z9Dln0+ecSZKkjnlGliRJkiRJkvqCK7IkSZIkSZLUF0xkSdIslORRSa5K8vPm/YhJ6j0vyU1J1id5Z9v19yXZkuQnzev5By76A2uyOWgrT5K/a8qvT/KbnbYdVF3O2cYkNzTP1ciBjby3Opi3xyX5UZL7krx9Om0HVZdzNmefNUmSNDkTWZI0O70T+G5VrQC+23z+FUkOAi4EVgEnAq9McmJblQ9X1UnN6xsHIugDrYM5oClb0bzOBj46jbYDp5s5a7Oyea6G93e8s0WH83YH8Bbg/H1oO3C6mbM2c+5ZkyRJUzORJUmz0wuBy5qfLwNeNEGdJwPrq2pDVd0PfLFpN5d0MgcvBC6vlmuABUmO6bDtIOpmzuayvc5bVW2vqmuBX0637YDqZs4kSZImZCJLkmanxVW1FaB5XzRBnSXA5rbPv2iu7fGmZlvYJyfbmjgA9jYHU9XppO0g6mbOAAr45yQ/TnL2foty9unmefFZa5nufc/VZ02SJE1hXq8DkKS5Ksl3gKMnKPrzTruY4Nqer6L9KLC6+bwa+BDwuunG2AemmoO91emk7SDqZs4Anl5VtyZZBFyV5GdV9f0ZjXB26uZ58Vn7P9O577n6rEmSpCmYyJKkHqmq50xWlmRbkmOqamuzpWv7BNV+ASxt+/xo4Nam721tfV0CfH1mop51Jp2DDuoc0kHbQdTNnFFVe963J7mS1vaxuZBc6GTe9kfbftbVfc/hZ02SJE3BrYWSNDt9DTiz+flM4KsT1LkWWJHk+CSHAK9o2jHuPKMXA/+xH2PtpUnnoM3XgNc038T3VOCuZrtmJ20H0T7PWZJHJDkcIMkjgN9icJ+t8bp5XnzWpnnfc/xZkyRJU3BFliTNTn8F/EOS1wO3AC8DSHIs8Imqen5VPZDkTcC3gYOAT1bVjU3785KcRGsbz0bgjQf6Bg6EyeYgyTlN+ceAbwDPB9YD9wKvnaptD27jgOpmzoDFwJVJoPVviM9X1bcO8C30RCfzluRoYASYDzyU5K3AiVV1t8/a9OYMOIo5+qxJkqSppWouHNEgSZIkSZKkfufWQkmSJEmSJPUFE1mSJEmSJEnqCyayJEmSJEmS1BdMZEmSJEmSJKkvmMiSJEmSJElSXzCRJUlSH0jykSS3J9mVZFGS5Ul+mOTuJFcmOSXJzg77+r0kP93fMUuSJEkzLVXV6xgkSdIUkpwMXAUsq6odzbWLgUcCr6ge/zJPcirwnaqa18s4JEmSNPhckSVJ0uy3HNi6J4nVdu2GXiexJEmSpAPJRJYkSTMkyVCS85NsSHJPkhuTPCPJYUkuSLK52R74lSS/1tZuXpJ3JVmXZGeSHyR5YlP2DuATwPJmW+HVzbbAlcC7m2uvT3Jqkgfa+kySs5Pc0Gw/3Jzkj5qys5Ks72T8pvzTST6T5JKmfEuSNzZlxwLfBA5qYtmV5MwkhyS5OMn2Zvx1SV66f/8EJEmSNOhMZEmSNHMuBZ4CPBuYD7wIuA34MPDU5nUccDuwJslBTbu/AF4IPA84Evgk8O0kR1TVecA5wIaqGqqqZ1XVrwP/Cqxurl06QSznAO8D/gBYAPwGcO0kcU86fludlwJrgEcBbwb+PslxVXUrsAp4sIllqKouA84CngQ8vqrmN3My2sEcSpIkSZMykSVJ0gxIsgj4HeCcqrq5Wn4ObABeA5xbVVuqajfwVuDxwJOThFZi6E+rakNVPdgkprYCv91FSG8GPlBV/1ZVD1XV7VW1doK4Ox3/6qr6WtPXFcBO4KQpxr8fGAJOTDKvqjZXlYksSZIkdcVDWSVJmhnLmvd1464vBA6lldACoKp2JdkOLAXW00r4rEnSft7VwcCju4xnfCwTOarD8beOa7cbOHyKfj8LLKa1Gm1Fku8C76iq9VO0kSRJkqbkiixJkmbGxuZ9xbjrO4D7gOP3XEgyBCwCNtPaZrgbeE5VLWh7PaKq/qrLeMbHMpGZGP+h8Req6oGq+uuqGqa1nfJeWlsWJUmSpH1mIkuSpBlQVduBLwEXJVnWHLb+GFrfLng5sDrJsUkOAz4E/AxY23zr4AXA+UlWwP8eGv/c5iD1fXUh8K4kT0vysCRHJXnSBHHPxPi30TrsvT1Z96wkT0xyMPBftJJlD0zWgSRJktQJE1mSJM2c1wE/Af4FuAf4KnA08DZghNZh67cAxwAvqKoHm3bvbep+NcndwM9pHdbeze/pi4C/pHUA/V3AdbQOX59IV+NX1bpmvLXNtxq+mta2ws8Ad9Lalngc8MZ9vhtJkiQJSOs/YiVJkiRJkqTZzRVZkiRJkiRJ6gsmsiRJkiRJktQXTGRJkiRJkiSpL5jIkiRJkiRJUl8wkSVJkiRJkqS+YCJLkiRJkiRJfcFEliRJkiRJkvqCiSxJkiRJkiT1BRNZkiRJkiRJ6gv/A+jno3vtDZA9AAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 1152x360 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1152x360 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1152x360 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1152x360 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1152x360 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1152x360 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1152x360 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "### PLOT COEFFICIENTS FROM LINEAR MODELS AND DECISION RULES IN EACH LEAF ###\n",
    "\n",
    "for _,(i,leaf) in enumerate(model.summary(only_leaves=True).items()):\n",
    "    \n",
    "    if hasattr(leaf['models'], 'coef_'):\n",
    "        coef_ = leaf['models'].coef_[0]\n",
    "        order = np.argsort(np.abs(coef_))\n",
    "    else:\n",
    "        coef_ = np.zeros((X.shape[1],))\n",
    "        order = np.arange(X.shape[1])\n",
    "        \n",
    "    text = rules['leaf {}'.format(i)].split(' AND ')\n",
    "    \n",
    "    plt.figure(figsize=(16,5))\n",
    "    \n",
    "    plt.subplot(121)\n",
    "    plt.axvline(0, linestyle='--', c='black', alpha=0.4)\n",
    "    plt.barh(range(X.shape[1]), coef_[order], color=[palette[_%len(palette)]])\n",
    "    plt.yticks(range(X.shape[1]), X.columns[order], size=13)\n",
    "    plt.title('leaf {}'.format(i), size=15); plt.xlabel('coefficients', size=13)\n",
    "    \n",
    "    plt.subplot(122)\n",
    "    __ = 0.1\n",
    "    for rule in text:\n",
    "        rule = rule if rule == text[-1] else rule + ' AND'\n",
    "        plt.text(0.01, 1-__, rule, size=15)\n",
    "        __ += 0.1\n",
    "    plt.title('rules leaf {}'.format(i), size=15); plt.axis('off')   \n",
    "    \n",
    "    plt.show()"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.6.6"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
